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similarity index 100%
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diff --git a/results/sb/STFPM/checkpoints/rs/inference_exports/00250_gt_mask.npy b/results/sb/STFPM/checkpoints/realsense/inference_exports/00250_gt_mask.npy
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diff --git a/results/sb/STFPM/checkpoints/rs/inference_exports/00252_gt_mask.npy b/results/sb/STFPM/checkpoints/realsense/inference_exports/00252_gt_mask.npy
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similarity index 100%
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diff --git a/results/sb/STFPM/checkpoints/rs/inference_exports/00252_metadata.json b/results/sb/STFPM/checkpoints/realsense/inference_exports/00252_metadata.json
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diff --git a/results/sb/STFPM/checkpoints/rs/inference_exports/00253_gt_mask.npy b/results/sb/STFPM/checkpoints/realsense/inference_exports/00253_gt_mask.npy
similarity index 100%
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diff --git a/results/sb/STFPM/checkpoints/rs/inference_exports/00253_heatmap.npy b/results/sb/STFPM/checkpoints/realsense/inference_exports/00253_heatmap.npy
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diff --git a/results/sb/STFPM/checkpoints/rs/inference_exports/00254_gt_mask.npy b/results/sb/STFPM/checkpoints/realsense/inference_exports/00254_gt_mask.npy
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diff --git a/results/sb/STFPM/checkpoints/rs/inference_exports/00254_heatmap.npy b/results/sb/STFPM/checkpoints/realsense/inference_exports/00254_heatmap.npy
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diff --git a/results/sb/STFPM/checkpoints/rs/inference_exports/00255_gt_mask.npy b/results/sb/STFPM/checkpoints/realsense/inference_exports/00255_gt_mask.npy
similarity index 100%
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diff --git a/results/sb/STFPM/checkpoints/rs/inference_exports/00255_heatmap.npy b/results/sb/STFPM/checkpoints/realsense/inference_exports/00255_heatmap.npy
similarity index 100%
rename from results/sb/STFPM/checkpoints/rs/inference_exports/00255_heatmap.npy
rename to results/sb/STFPM/checkpoints/realsense/inference_exports/00255_heatmap.npy
diff --git a/results/sb/STFPM/checkpoints/rs/inference_exports/00255_metadata.json b/results/sb/STFPM/checkpoints/realsense/inference_exports/00255_metadata.json
similarity index 100%
rename from results/sb/STFPM/checkpoints/rs/inference_exports/00255_metadata.json
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diff --git a/sweeps/000001/AnomalyDINO/best_hyperparams_realsense.json b/sweeps/000001/AnomalyDINO/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..b5706c08214c946c921ac52de1afa248289f486e
--- /dev/null
+++ b/sweeps/000001/AnomalyDINO/best_hyperparams_realsense.json
@@ -0,0 +1,7 @@
+{
+    "backbone": "vit_base_patch14",
+    "num_neighbors": 1,
+    "masking": true,
+    "coreset_subsampling": true,
+    "sampling_ratio": 0.7454254633260474
+}
\ No newline at end of file
diff --git a/sweeps/000001/AnomalyDINO/optuna_best_summary.json b/sweeps/000001/AnomalyDINO/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b86b14b675864595ed518ba62e59adee5bee353
--- /dev/null
+++ b/sweeps/000001/AnomalyDINO/optuna_best_summary.json
@@ -0,0 +1,13 @@
+{
+    "study_name": "box_lb_AnomalyDINO_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 16,
+    "best_value": 0.6076226830482483,
+    "best_params": {
+        "backbone": "vit_base_patch14",
+        "num_neighbors": 1,
+        "masking": true,
+        "coreset_subsampling": true,
+        "sampling_ratio": 0.7454254633260474
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000001/AnomalyDINO/optuna_trials.csv b/sweeps/000001/AnomalyDINO/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b6fde2061b636e7cf52c464a47a0d4d1686592a5
--- /dev/null
+++ b/sweeps/000001/AnomalyDINO/optuna_trials.csv
@@ -0,0 +1,22 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_coreset_subsampling,params_masking,params_num_neighbors,params_sampling_ratio,user_attrs_metrics,system_attrs_fixed_params,state
+0,,2026-07-17 01:14:37.407834,2026-07-17 01:14:37.720261,0 days 00:00:00.312427,vit_base_patch14,,False,3,,,"{'backbone': 'vit_base_patch14', 'num_neighbors': 3, 'masking': False, 'coreset_subsampling': False}",FAIL
+1,0.5067111253738403,2026-07-17 11:40:19.638462,2026-07-17 11:41:02.237753,0 days 00:00:42.599291,vit_base_patch14,True,False,3,1.0,"{'val_image_AUROC': 0.8888888955116272, 'val_pixel_AUROC': 0.862349271774292, 'val_pixel_academic_AUPRO': 0.5067111253738403, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.20595277845859528, 'val_precision_efficiency_ratio': 0.4064500820001689}","{'backbone': 'vit_base_patch14', 'num_neighbors': 3, 'masking': False, 'coreset_subsampling': True, 'sampling_ratio': 1.0}",COMPLETE
+2,0.5018602609634399,2026-07-17 11:41:02.657440,2026-07-17 11:41:20.146938,0 days 00:00:17.489498,vit_base_patch14,True,False,5,0.1083416572606352,"{'val_image_AUROC': 0.8888888955116272, 'val_pixel_AUROC': 0.8597238659858704, 'val_pixel_academic_AUPRO': 0.5018602609634399, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.21683575212955475, 'val_precision_efficiency_ratio': 0.43206400067079836}",,COMPLETE
+3,0.6009724736213684,2026-07-17 11:41:20.478188,2026-07-17 11:41:34.349267,0 days 00:00:13.871079,vit_base_patch14,True,True,5,0.24043318342759518,"{'val_image_AUROC': 0.8888888359069824, 'val_pixel_AUROC': 0.7130640745162964, 'val_pixel_academic_AUPRO': 0.6009724736213684, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.34818774461746216, 'val_precision_efficiency_ratio': 0.5793738646952263}",,COMPLETE
+4,0.6075205206871033,2026-07-17 11:41:34.705695,2026-07-17 11:41:53.009096,0 days 00:00:18.303401,vit_base_patch14,True,True,1,0.7754454499367327,"{'val_image_AUROC': 0.8870673775672913, 'val_pixel_AUROC': 0.7145408987998962, 'val_pixel_academic_AUPRO': 0.6075205206871033, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3507647216320038, 'val_precision_efficiency_ratio': 0.57737098532127}",,COMPLETE
+5,0.5033006072044373,2026-07-17 11:41:53.338133,2026-07-17 11:42:11.076225,0 days 00:00:17.738092,vit_base_patch14,True,False,1,0.13102515845500295,"{'val_image_AUROC': 0.8888888955116272, 'val_pixel_AUROC': 0.8616319298744202, 'val_pixel_academic_AUPRO': 0.5033006072044373, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2065853327512741, 'val_precision_efficiency_ratio': 0.4104611236190314}",,COMPLETE
+6,0.5061593055725098,2026-07-17 11:42:11.426362,2026-07-17 11:42:31.635934,0 days 00:00:20.209572,vit_base_patch14,True,False,3,0.21439608014686198,"{'val_image_AUROC': 0.8888888955116272, 'val_pixel_AUROC': 0.862816572189331, 'val_pixel_academic_AUPRO': 0.5061593055725098, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.21265222132205963, 'val_precision_efficiency_ratio': 0.42012903641380583}",,COMPLETE
+7,0.5049763917922974,2026-07-17 11:42:31.982212,2026-07-17 11:42:51.336920,0 days 00:00:19.354708,vit_base_patch14,True,False,1,0.16996687063709184,"{'val_image_AUROC': 0.8888888955116272, 'val_pixel_AUROC': 0.8610921502113342, 'val_pixel_academic_AUPRO': 0.5049763917922974, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.20921590924263, 'val_precision_efficiency_ratio': 0.41430829766133487}",,COMPLETE
+8,0.49575281143188477,2026-07-17 11:42:51.754725,2026-07-17 11:43:08.821922,0 days 00:00:17.067197,vit_base_patch14,True,False,1,0.08566167143194818,"{'val_image_AUROC': 0.8888888955116272, 'val_pixel_AUROC': 0.8575624823570251, 'val_pixel_academic_AUPRO': 0.49575281143188477, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.19941698014736176, 'val_precision_efficiency_ratio': 0.4022508305528009}",,COMPLETE
+9,0.5063378810882568,2026-07-17 11:43:09.162304,2026-07-17 11:43:44.716957,0 days 00:00:35.554653,vit_base_patch14,True,False,3,0.7477096461154605,"{'val_image_AUROC': 0.8888888955116272, 'val_pixel_AUROC': 0.8624213933944702, 'val_pixel_academic_AUPRO': 0.5063378810882568, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.20609961450099945, 'val_precision_efficiency_ratio': 0.4070396906864557}",,COMPLETE
+10,0.5093963742256165,2026-07-17 11:43:45.063327,2026-07-17 11:44:15.638523,0 days 00:00:30.575196,vit_base_patch14,True,False,5,0.5638170250125494,"{'val_image_AUROC': 0.8888888955116272, 'val_pixel_AUROC': 0.8630157709121704, 'val_pixel_academic_AUPRO': 0.5093963742256165, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2086251974105835, 'val_precision_efficiency_ratio': 0.40955375414231243}",,COMPLETE
+11,0.5799983143806458,2026-07-17 11:44:15.975294,2026-07-17 11:44:29.658128,0 days 00:00:13.682834,vit_base_patch14,True,True,1,0.05430152204270925,"{'val_image_AUROC': 0.8925318717956543, 'val_pixel_AUROC': 0.7086480855941772, 'val_pixel_academic_AUPRO': 0.5799983143806458, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3407593071460724, 'val_precision_efficiency_ratio': 0.5875177542713275}",,COMPLETE
+12,0.6064735054969788,2026-07-17 11:44:29.997122,2026-07-17 11:44:46.026316,0 days 00:00:16.029194,vit_base_patch14,True,True,5,0.3989376005379789,"{'val_image_AUROC': 0.8907103538513184, 'val_pixel_AUROC': 0.7142848968505859, 'val_pixel_academic_AUPRO': 0.6064735054969788, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.34999486804008484, 'val_precision_efficiency_ratio': 0.577098364343681}",,COMPLETE
+13,0.6075215935707092,2026-07-17 11:44:46.518864,2026-07-17 11:45:02.428573,0 days 00:00:15.909709,vit_base_patch14,True,True,5,0.39041796232746656,"{'val_image_AUROC': 0.8943533897399902, 'val_pixel_AUROC': 0.714455783367157, 'val_pixel_academic_AUPRO': 0.6075215935707092, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3507283926010132, 'val_precision_efficiency_ratio': 0.5773101669351478}",,COMPLETE
+14,0.6066007018089294,2026-07-17 11:45:02.779294,2026-07-17 11:45:18.438942,0 days 00:00:15.659648,vit_base_patch14,True,True,5,0.35919989093876303,"{'val_image_AUROC': 0.8943533897399902, 'val_pixel_AUROC': 0.7143450379371643, 'val_pixel_academic_AUPRO': 0.6066007018089294, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.350129634141922, 'val_precision_efficiency_ratio': 0.5771995203728066}",,COMPLETE
+15,0.6068171262741089,2026-07-17 11:45:18.828764,2026-07-17 11:45:35.082611,0 days 00:00:16.253847,vit_base_patch14,True,True,1,0.457311357821196,"{'val_image_AUROC': 0.8888888359069824, 'val_pixel_AUROC': 0.7143427133560181, 'val_pixel_academic_AUPRO': 0.6068171262741089, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.35098373889923096, 'val_precision_efficiency_ratio': 0.5784011750859617}",,COMPLETE
+16,0.6076226830482483,2026-07-17 11:45:35.437325,2026-07-17 11:45:53.518624,0 days 00:00:18.081299,vit_base_patch14,True,True,1,0.7454254633260474,"{'val_image_AUROC': 0.8870673775672913, 'val_pixel_AUROC': 0.7145697474479675, 'val_pixel_academic_AUPRO': 0.6076226830482483, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3505409359931946, 'val_precision_efficiency_ratio': 0.5769056122701723}",,COMPLETE
+17,0.6040945649147034,2026-07-17 11:45:53.854711,2026-07-17 11:46:09.861066,0 days 00:00:16.006355,vit_base_patch14,True,True,5,0.31216392582235586,"{'val_image_AUROC': 0.8870673775672913, 'val_pixel_AUROC': 0.7139045000076294, 'val_pixel_academic_AUPRO': 0.6040945649147034, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.34941479563713074, 'val_precision_efficiency_ratio': 0.5784107587302448}",,COMPLETE
+18,0.6067842245101929,2026-07-17 11:46:10.206888,2026-07-17 11:46:27.646000,0 days 00:00:17.439112,vit_base_patch14,True,True,1,0.5776556989135216,"{'val_image_AUROC': 0.8925318717956543, 'val_pixel_AUROC': 0.7144582867622375, 'val_pixel_academic_AUPRO': 0.6067842245101929, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3505900800228119, 'val_precision_efficiency_ratio': 0.5777837752881834}",,COMPLETE
+19,0.6033403873443604,2026-07-17 11:46:27.985353,2026-07-17 11:46:43.364599,0 days 00:00:15.379246,vit_base_patch14,True,True,5,0.2742528336685465,"{'val_image_AUROC': 0.8925318121910095, 'val_pixel_AUROC': 0.7138762474060059, 'val_pixel_academic_AUPRO': 0.6033403873443604, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.34818506240844727, 'val_precision_efficiency_ratio': 0.5770955661380553}",,COMPLETE
+20,0.6071814894676208,2026-07-17 11:46:43.716248,2026-07-17 11:47:03.665413,0 days 00:00:19.949165,vit_base_patch14,True,True,3,0.9839815240497904,"{'val_image_AUROC': 0.8870673775672913, 'val_pixel_AUROC': 0.7144622802734375, 'val_pixel_academic_AUPRO': 0.6071814894676208, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.35047221183776855, 'val_precision_efficiency_ratio': 0.5772116211004127}",,COMPLETE
diff --git a/sweeps/000001/Dinomaly/best_hyperparams_realsense.json b/sweeps/000001/Dinomaly/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..856d84e6221e6622899109c38e432cf8be6991b3
--- /dev/null
+++ b/sweeps/000001/Dinomaly/best_hyperparams_realsense.json
@@ -0,0 +1,6 @@
+{
+    "encoder_name": "dinov2_vit_small_14",
+    "bottleneck_dropout": 0.27394508320932076,
+    "lr": 0.000125432627265091,
+    "weight_decay": 0.00040890973449524414
+}
\ No newline at end of file
diff --git a/sweeps/000001/Dinomaly/optuna_best_summary.json b/sweeps/000001/Dinomaly/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f9f8cbd0b871639451f8f03fb4c268014782679a
--- /dev/null
+++ b/sweeps/000001/Dinomaly/optuna_best_summary.json
@@ -0,0 +1,12 @@
+{
+    "study_name": "box_lb_Dinomaly_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 7,
+    "best_value": 0.6347499847412109,
+    "best_params": {
+        "encoder_name": "dinov2_vit_small_14",
+        "bottleneck_dropout": 0.27394508320932076,
+        "lr": 0.000125432627265091,
+        "weight_decay": 0.00040890973449524414
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000001/Dinomaly/optuna_trials.csv b/sweeps/000001/Dinomaly/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6af2a3ae34f5bdd6fafd54109435680ac792a40f
--- /dev/null
+++ b/sweeps/000001/Dinomaly/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_bottleneck_dropout,params_encoder_name,params_lr,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.20163550674915315,2026-07-17 23:15:38.083692,2026-07-17 23:19:45.176487,0 days 00:04:07.092795,0.2,dinov2_vit_small_14,0.002,0.0001,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6360941529273987, 'val_pixel_academic_AUPRO': 0.20163552463054657, 'val_pixel_academic_AUPRO_smoothed': 0.20163550674915315, 'val_pixel_industrial_AUPRO': 0.038258057087659836, 'val_precision_efficiency_ratio': 0.18973868808626962}","{'encoder_name': 'dinov2_vit_small_14', 'bottleneck_dropout': 0.2, 'lr': 0.002, 'weight_decay': 0.0001}",COMPLETE
+1,0.5449305057525635,2026-07-17 23:19:45.558929,2026-07-17 23:24:00.452970,0 days 00:04:14.894041,0.32988495042586974,dinov2_vit_small_14,0.00012944073779379465,5.312358526234537e-05,"{'val_image_AUROC': 0.7459016442298889, 'val_pixel_AUROC': 0.8195124864578247, 'val_pixel_academic_AUPRO': 0.5458232760429382, 'val_pixel_academic_AUPRO_smoothed': 0.5449305057525635, 'val_pixel_industrial_AUPRO': 0.16972438991069794, 'val_precision_efficiency_ratio': 0.340520033082132}",,COMPLETE
+2,0.20163550674915315,2026-07-17 23:24:00.890038,2026-07-17 23:28:11.238148,0 days 00:04:10.348110,0.31215923435265996,dinov2_vit_small_14,0.0010787688733134863,0.00011476211345772277,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6360941529273987, 'val_pixel_academic_AUPRO': 0.20163550972938538, 'val_pixel_academic_AUPRO_smoothed': 0.20163550674915315, 'val_pixel_industrial_AUPRO': 0.03825805336236954, 'val_precision_efficiency_ratio': 0.18973868363286958}",,COMPLETE
+3,0.6254446625709533,2026-07-17 23:28:11.677919,2026-07-17 23:32:25.156384,0 days 00:04:13.478465,0.33433700675768674,dinov2_vit_small_14,0.0001886779840748365,0.00015154251420034225,"{'val_image_AUROC': 0.6939890384674072, 'val_pixel_AUROC': 0.8632845282554626, 'val_pixel_academic_AUPRO': 0.6254447102546692, 'val_pixel_academic_AUPRO_smoothed': 0.6254446625709533, 'val_pixel_industrial_AUPRO': 0.23002773523330688, 'val_precision_efficiency_ratio': 0.36778272065200196}",,COMPLETE
+4,0.20507691502571107,2026-07-17 23:32:25.534139,2026-07-17 23:36:34.144250,0 days 00:04:08.610111,0.30983541721199387,dinov2_vit_small_14,0.0007928224538689854,6.168029183976764e-05,"{'val_image_AUROC': 0.9672130942344666, 'val_pixel_AUROC': 0.6435855031013489, 'val_pixel_academic_AUPRO': 0.2050769329071045, 'val_pixel_academic_AUPRO_smoothed': 0.20507691502571107, 'val_pixel_industrial_AUPRO': 0.04406827315688133, 'val_precision_efficiency_ratio': 0.2148865585916607}",,COMPLETE
+5,0.5741093277931213,2026-07-17 23:36:34.502494,2026-07-17 23:40:56.384628,0 days 00:04:21.882134,0.3806167842647223,dinov2_vit_small_14,9.967826505317815e-05,0.0004501947289869443,"{'val_image_AUROC': 0.7668488025665283, 'val_pixel_AUROC': 0.8665595054626465, 'val_pixel_academic_AUPRO': 0.5743129849433899, 'val_pixel_academic_AUPRO_smoothed': 0.5741093277931213, 'val_pixel_industrial_AUPRO': 0.24298042058944702, 'val_precision_efficiency_ratio': 0.4232678070762626}",,COMPLETE
+6,0.2260024756193161,2026-07-17 23:40:56.734063,2026-07-17 23:44:54.669377,0 days 00:03:57.935314,0.31396597113312075,dinov2_vit_small_14,0.00043859327659695214,0.0001878016146871792,"{'val_image_AUROC': 0.6848816275596619, 'val_pixel_AUROC': 0.6722907423973083, 'val_pixel_academic_AUPRO': 0.226002499461174, 'val_pixel_academic_AUPRO_smoothed': 0.2260024756193161, 'val_pixel_industrial_AUPRO': 0.04412785917520523, 'val_precision_efficiency_ratio': 0.1952538546273297}",,COMPLETE
+7,0.6347499847412109,2026-07-17 23:44:55.182246,2026-07-17 23:48:52.117806,0 days 00:03:56.935560,0.27394508320932076,dinov2_vit_small_14,0.000125432627265091,0.00040890973449524414,"{'val_image_AUROC': 0.7759562730789185, 'val_pixel_AUROC': 0.8725525140762329, 'val_pixel_academic_AUPRO': 0.6656950116157532, 'val_pixel_academic_AUPRO_smoothed': 0.6347499847412109, 'val_pixel_industrial_AUPRO': 0.26917293667793274, 'val_precision_efficiency_ratio': 0.429293519824289}",,COMPLETE
+8,0.20507691502571107,2026-07-17 23:48:52.531750,2026-07-17 23:52:40.737372,0 days 00:03:48.205622,0.37879223796722294,dinov2_vit_small_14,0.0007918745268157374,9.760545631479622e-05,"{'val_image_AUROC': 0.868852436542511, 'val_pixel_AUROC': 0.6466814279556274, 'val_pixel_academic_AUPRO': 0.2050769180059433, 'val_pixel_academic_AUPRO_smoothed': 0.20507691502571107, 'val_pixel_industrial_AUPRO': 0.04406828060746193, 'val_precision_efficiency_ratio': 0.21488659492232468}",,COMPLETE
+9,0.5320177793502807,2026-07-17 23:52:41.219440,2026-07-17 23:56:39.578142,0 days 00:03:58.358702,0.24968133222510502,dinov2_vit_small_14,0.00018876271496822772,0.0002909831869218402,"{'val_image_AUROC': 0.7258652448654175, 'val_pixel_AUROC': 0.8297573328018188, 'val_pixel_academic_AUPRO': 0.5426685810089111, 'val_pixel_academic_AUPRO_smoothed': 0.5320177793502807, 'val_pixel_industrial_AUPRO': 0.14845450222492218, 'val_precision_efficiency_ratio': 0.2821636901862245}",,COMPLETE
+10,0.5765225768089295,2026-07-17 23:56:39.956065,2026-07-18 00:01:09.066165,0 days 00:04:29.110100,0.2519798755228184,dinov2_vit_small_14,6.120344320991703e-05,0.00046698292431448856,"{'val_image_AUROC': 0.5582877397537231, 'val_pixel_AUROC': 0.72391676902771, 'val_pixel_academic_AUPRO': 0.6023401021957397, 'val_pixel_academic_AUPRO_smoothed': 0.5765225768089295, 'val_pixel_industrial_AUPRO': 0.06392569839954376, 'val_precision_efficiency_ratio': 0.17861019006872983}",,COMPLETE
+11,0.5646265745162964,2026-07-18 00:01:09.446444,2026-07-18 00:05:16.454215,0 days 00:04:07.007771,0.26875427676239977,dinov2_vit_small_14,0.0002427948000536815,0.00021332508667029008,"{'val_image_AUROC': 0.7531875967979431, 'val_pixel_AUROC': 0.8382651209831238, 'val_pixel_academic_AUPRO': 0.5646266341209412, 'val_pixel_academic_AUPRO_smoothed': 0.5646265745162964, 'val_pixel_industrial_AUPRO': 0.16603997349739075, 'val_precision_efficiency_ratio': 0.2940704503106295}",,COMPLETE
+12,0.5358363032341004,2026-07-18 00:05:16.817374,2026-07-18 00:09:31.121001,0 days 00:04:14.303627,0.3485661463290495,dinov2_vit_small_14,0.000311115679257106,0.00030210080355946536,"{'val_image_AUROC': 0.7304189205169678, 'val_pixel_AUROC': 0.8300367593765259, 'val_pixel_academic_AUPRO': 0.5358363389968872, 'val_pixel_academic_AUPRO_smoothed': 0.5358363032341004, 'val_pixel_industrial_AUPRO': 0.15309463441371918, 'val_precision_efficiency_ratio': 0.2869891755377007}",,COMPLETE
+13,0.562467885017395,2026-07-18 00:09:31.609853,2026-07-18 00:13:46.750158,0 days 00:04:15.140305,0.2837260965468013,dinov2_vit_small_14,0.00010395225357930576,0.00015004859855348738,"{'val_image_AUROC': 0.7923496961593628, 'val_pixel_AUROC': 0.8589580059051514, 'val_pixel_academic_AUPRO': 0.587879478931427, 'val_pixel_academic_AUPRO_smoothed': 0.562467885017395, 'val_pixel_industrial_AUPRO': 0.2580411732196808, 'val_precision_efficiency_ratio': 0.4755308075894023}",,COMPLETE
+14,0.5830376505851745,2026-07-18 00:13:47.098034,2026-07-18 00:18:07.215517,0 days 00:04:20.117483,0.2146853264432897,dinov2_vit_small_14,6.143027964808149e-05,0.00031668448431008424,"{'val_image_AUROC': 0.7850637435913086, 'val_pixel_AUROC': 0.8708540201187134, 'val_pixel_academic_AUPRO': 0.6139947175979614, 'val_pixel_academic_AUPRO_smoothed': 0.5830376505851745, 'val_pixel_industrial_AUPRO': 0.2650722563266754, 'val_precision_efficiency_ratio': 0.4607561408861774}",,COMPLETE
+15,0.5462127327919006,2026-07-18 00:18:07.607682,2026-07-18 00:22:25.150093,0 days 00:04:17.542411,0.34735209714189796,dinov2_vit_small_14,0.00017792652055085239,7.257149281516526e-05,"{'val_image_AUROC': 0.21129323542118073, 'val_pixel_AUROC': 0.769673228263855, 'val_pixel_academic_AUPRO': 0.5462127327919006, 'val_pixel_academic_AUPRO_smoothed': 0.5462127327919006, 'val_pixel_industrial_AUPRO': 0.002756355097517371, 'val_precision_efficiency_ratio': 0.0078105101712025475}",,COMPLETE
+16,0.20163550674915315,2026-07-18 00:22:25.658990,2026-07-18 00:26:33.404285,0 days 00:04:07.745295,0.3962158738096619,dinov2_vit_small_14,0.00039082164383974705,0.000206778136236103,"{'val_image_AUROC': 0.9672130942344666, 'val_pixel_AUROC': 0.6344886422157288, 'val_pixel_academic_AUPRO': 0.20163550972938538, 'val_pixel_academic_AUPRO_smoothed': 0.20163550674915315, 'val_pixel_industrial_AUPRO': 0.03825805336236954, 'val_precision_efficiency_ratio': 0.18973868363286958}",,COMPLETE
+17,0.6148100137710572,2026-07-18 00:26:33.871593,2026-07-18 00:30:49.130570,0 days 00:04:15.258977,0.2892442175306447,dinov2_vit_small_14,0.00013845932352168715,0.00013746929025731946,"{'val_image_AUROC': 0.7222222089767456, 'val_pixel_AUROC': 0.8538233041763306, 'val_pixel_academic_AUPRO': 0.614810049533844, 'val_pixel_academic_AUPRO_smoothed': 0.6148100137710572, 'val_pixel_industrial_AUPRO': 0.1986284852027893, 'val_precision_efficiency_ratio': 0.3230729631209524}",,COMPLETE
+18,0.21981709003448485,2026-07-18 00:30:49.528596,2026-07-18 00:34:59.383282,0 days 00:04:09.854686,0.23258977233799877,dinov2_vit_small_14,0.0005191287973015324,0.00037394208925828587,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6360941529273987, 'val_pixel_academic_AUPRO': 0.21981710195541382, 'val_pixel_academic_AUPRO_smoothed': 0.21981709003448485, 'val_pixel_industrial_AUPRO': 0.03825805336236954, 'val_precision_efficiency_ratio': 0.18973868363286958}",,COMPLETE
+19,0.5401743054389954,2026-07-18 00:34:59.782551,2026-07-18 00:39:06.430382,0 days 00:04:06.647831,0.3467195978678046,dinov2_vit_small_14,0.00027591304369884963,0.00023230234251154036,"{'val_image_AUROC': 0.7304189205169678, 'val_pixel_AUROC': 0.8330166935920715, 'val_pixel_academic_AUPRO': 0.5401743054389954, 'val_pixel_academic_AUPRO_smoothed': 0.5401743054389954, 'val_pixel_industrial_AUPRO': 0.14599549770355225, 'val_precision_efficiency_ratio': 0.2702747913655443}",,COMPLETE
diff --git a/sweeps/000001/EfficientAD/best_hyperparams_realsense.json b/sweeps/000001/EfficientAD/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..b2ee4249bf3553a4dca631527f4f9efd6a378d5c
--- /dev/null
+++ b/sweeps/000001/EfficientAD/best_hyperparams_realsense.json
@@ -0,0 +1,5 @@
+{
+    "model_size": "small",
+    "lr": 1.1159277925361457e-05,
+    "weight_decay": 1.3858558484053735e-05
+}
\ No newline at end of file
diff --git a/sweeps/000001/EfficientAD/optuna_best_summary.json b/sweeps/000001/EfficientAD/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d801c57dfbcf45effe9233274f1727ade7e74408
--- /dev/null
+++ b/sweeps/000001/EfficientAD/optuna_best_summary.json
@@ -0,0 +1,11 @@
+{
+    "study_name": "box_lb_EfficientAD_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 14,
+    "best_value": 0.46458107233047485,
+    "best_params": {
+        "model_size": "small",
+        "lr": 1.1159277925361457e-05,
+        "weight_decay": 1.3858558484053735e-05
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000001/EfficientAD/optuna_trials.csv b/sweeps/000001/EfficientAD/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..048ee2551124ef4430afc56677f3cae21593d65c
--- /dev/null
+++ b/sweeps/000001/EfficientAD/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_lr,params_model_size,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.3923311233520508,2026-07-17 01:14:39.572364,2026-07-17 01:31:51.973868,0 days 00:17:12.401504,0.0001,small,1e-05,"{'val_image_AUROC': 0.9125683307647705, 'val_pixel_AUROC': 0.7533298134803772, 'val_pixel_academic_AUPRO': 0.48017096519470215, 'val_pixel_academic_AUPRO_smoothed': 0.3923311233520508, 'val_pixel_industrial_AUPRO': 0.05362170189619064, 'val_precision_efficiency_ratio': 0.19323019357646226}","{'model_size': 'small', 'lr': 0.0001, 'weight_decay': 1e-05}",COMPLETE
+1,0.36273924708366395,2026-07-17 01:31:52.320632,2026-07-17 01:45:32.592907,0 days 00:13:40.272275,4.1512233575212494e-05,small,9.956212869150325e-06,"{'val_image_AUROC': 0.8925318717956543, 'val_pixel_AUROC': 0.7609606385231018, 'val_pixel_academic_AUPRO': 0.433515727519989, 'val_pixel_academic_AUPRO_smoothed': 0.36273924708366395, 'val_pixel_industrial_AUPRO': 0.07592644542455673, 'val_precision_efficiency_ratio': 0.21748820113957124}",,COMPLETE
+2,0.3780802130699158,2026-07-17 01:45:32.883058,2026-07-17 01:58:36.539725,0 days 00:13:03.656667,2.8814750283242743e-05,small,1.651047891072111e-05,"{'val_image_AUROC': 0.8961749076843262, 'val_pixel_AUROC': 0.7396350502967834, 'val_pixel_academic_AUPRO': 0.40015909075737, 'val_pixel_academic_AUPRO_smoothed': 0.3780802130699158, 'val_pixel_industrial_AUPRO': 0.05850788205862045, 'val_precision_efficiency_ratio': 0.18697399838797682}",,COMPLETE
+3,0.4418230950832367,2026-07-17 01:58:36.892612,2026-07-17 02:11:02.286173,0 days 00:12:25.393561,3.9743052403980415e-05,small,5.386598148512389e-06,"{'val_image_AUROC': 0.8998178243637085, 'val_pixel_AUROC': 0.7423371076583862, 'val_pixel_academic_AUPRO': 0.4760582447052002, 'val_pixel_academic_AUPRO_smoothed': 0.4418230950832367, 'val_pixel_industrial_AUPRO': 0.06473773717880249, 'val_precision_efficiency_ratio': 0.1927603865788869}",,COMPLETE
+4,0.4197632968425751,2026-07-17 02:11:02.628765,2026-07-17 02:23:25.982980,0 days 00:12:23.354215,0.00012360165595952,small,1.8536064218505954e-05,"{'val_image_AUROC': 0.9162112474441528, 'val_pixel_AUROC': 0.7661795020103455, 'val_pixel_academic_AUPRO': 0.4197632968425751, 'val_pixel_academic_AUPRO_smoothed': 0.4197632968425751, 'val_pixel_industrial_AUPRO': 0.05364394560456276, 'val_precision_efficiency_ratio': 0.15535722608459238}",,COMPLETE
+5,0.35985974669456483,2026-07-17 02:23:26.320851,2026-07-17 02:44:53.804165,0 days 00:21:27.483314,0.0002029292941503936,medium,4.1956591927127454e-05,"{'val_image_AUROC': 0.9307832717895508, 'val_pixel_AUROC': 0.77506023645401, 'val_pixel_academic_AUPRO': 0.38718530535697937, 'val_pixel_academic_AUPRO_smoothed': 0.35985974669456483, 'val_pixel_industrial_AUPRO': 0.04779158905148506, 'val_precision_efficiency_ratio': 0.15955331439199846}",,COMPLETE
+6,0.4102528512477875,2026-07-17 02:44:54.135350,2026-07-17 03:06:27.246870,0 days 00:21:33.111520,0.00017653112163355512,medium,4.454843035079744e-05,"{'val_image_AUROC': 0.9344261884689331, 'val_pixel_AUROC': 0.7856592535972595, 'val_pixel_academic_AUPRO': 0.4887385964393616, 'val_pixel_academic_AUPRO_smoothed': 0.4102528512477875, 'val_pixel_industrial_AUPRO': 0.05293573811650276, 'val_precision_efficiency_ratio': 0.1610243588705704}",,COMPLETE
+7,0.3538503348827362,2026-07-17 03:06:27.580300,2026-07-17 03:27:44.396504,0 days 00:21:16.816204,0.0003298161397964727,medium,3.8930900171876765e-05,"{'val_image_AUROC': 0.9927140474319458, 'val_pixel_AUROC': 0.7625538110733032, 'val_pixel_academic_AUPRO': 0.4157019853591919, 'val_pixel_academic_AUPRO_smoothed': 0.3538503348827362, 'val_pixel_industrial_AUPRO': 0.06038569658994675, 'val_precision_efficiency_ratio': 0.19487590005449426}",,COMPLETE
+8,0.3537453770637512,2026-07-17 03:27:44.735620,2026-07-17 03:49:49.052538,0 days 00:22:04.316918,6.212715999054904e-05,medium,3.058802970529027e-05,"{'val_image_AUROC': 0.9307832717895508, 'val_pixel_AUROC': 0.7647051811218262, 'val_pixel_academic_AUPRO': 0.38958683609962463, 'val_pixel_academic_AUPRO_smoothed': 0.3537453770637512, 'val_pixel_industrial_AUPRO': 0.06310860812664032, 'val_precision_efficiency_ratio': 0.20833974482587633}",,COMPLETE
+9,0.3740780591964722,2026-07-17 03:49:49.381484,2026-07-17 04:12:36.441835,0 days 00:22:47.060351,2.4208353352259954e-05,medium,8.456662090325057e-06,"{'val_image_AUROC': 0.9089252948760986, 'val_pixel_AUROC': 0.7803841233253479, 'val_pixel_academic_AUPRO': 0.41380470991134644, 'val_pixel_academic_AUPRO_smoothed': 0.3740780591964722, 'val_pixel_industrial_AUPRO': 0.07549750804901123, 'val_precision_efficiency_ratio': 0.20028243625063427}",,COMPLETE
+10,0.41296687722206116,2026-07-17 04:12:36.779416,2026-07-17 04:25:12.201025,0 days 00:12:35.421609,1.2552817182242445e-05,small,5.05456730566113e-06,"{'val_image_AUROC': 0.8998178839683533, 'val_pixel_AUROC': 0.7296801209449768, 'val_pixel_academic_AUPRO': 0.4444228410720825, 'val_pixel_academic_AUPRO_smoothed': 0.41296687722206116, 'val_pixel_industrial_AUPRO': 0.07617827504873276, 'val_precision_efficiency_ratio': 0.23040684117882057}",,COMPLETE
+11,0.38747226595878603,2026-07-17 04:25:12.547721,2026-07-17 04:37:36.839448,0 days 00:12:24.291727,9.73686774355956e-05,small,1.8823246530757515e-05,"{'val_image_AUROC': 0.8961749076843262, 'val_pixel_AUROC': 0.7573001384735107, 'val_pixel_academic_AUPRO': 0.4007149040699005, 'val_pixel_academic_AUPRO_smoothed': 0.38747226595878603, 'val_pixel_industrial_AUPRO': 0.05647752061486244, 'val_precision_efficiency_ratio': 0.17482768817925964}",,COMPLETE
+12,0.3812409281730652,2026-07-17 04:37:37.291280,2026-07-17 04:49:56.720079,0 days 00:12:19.428799,0.0004978202029886427,small,5.448667159905809e-06,"{'val_image_AUROC': 0.8506374955177307, 'val_pixel_AUROC': 0.7355692386627197, 'val_pixel_academic_AUPRO': 0.41222524642944336, 'val_pixel_academic_AUPRO_smoothed': 0.3812409281730652, 'val_pixel_industrial_AUPRO': 0.05315287038683891, 'val_precision_efficiency_ratio': 0.15504805581650247}",,COMPLETE
+13,0.4275495707988739,2026-07-17 04:49:57.050218,2026-07-17 05:02:24.583318,0 days 00:12:27.533100,1.104969621568741e-05,small,2.0345831465023344e-05,"{'val_image_AUROC': 0.9089252948760986, 'val_pixel_AUROC': 0.7461236715316772, 'val_pixel_academic_AUPRO': 0.43249914050102234, 'val_pixel_academic_AUPRO_smoothed': 0.4275495707988739, 'val_pixel_industrial_AUPRO': 0.08915864676237106, 'val_precision_efficiency_ratio': 0.24621602456705569}",,COMPLETE
+14,0.46458107233047485,2026-07-17 05:02:24.871727,2026-07-17 05:14:50.819753,0 days 00:12:25.948026,1.1159277925361457e-05,small,1.3858558484053735e-05,"{'val_image_AUROC': 0.9125683307647705, 'val_pixel_AUROC': 0.731857419013977, 'val_pixel_academic_AUPRO': 0.46458107233047485, 'val_pixel_academic_AUPRO_smoothed': 0.46458107233047485, 'val_pixel_industrial_AUPRO': 0.05677404627203941, 'val_precision_efficiency_ratio': 0.17634518427869825}",,COMPLETE
+15,0.3942013204097748,2026-07-17 05:14:51.159300,2026-07-17 05:27:17.856338,0 days 00:12:26.697038,1.9723270179467934e-05,small,7.211174772460209e-06,"{'val_image_AUROC': 0.8925318717956543, 'val_pixel_AUROC': 0.7399564981460571, 'val_pixel_academic_AUPRO': 0.40809324383735657, 'val_pixel_academic_AUPRO_smoothed': 0.3942013204097748, 'val_pixel_industrial_AUPRO': 0.057736653834581375, 'val_precision_efficiency_ratio': 0.18123083218800434}",,COMPLETE
+16,0.41359866261482237,2026-07-17 05:27:18.193925,2026-07-17 05:39:44.094224,0 days 00:12:25.900299,4.893564096295902e-05,small,1.274198975732098e-05,"{'val_image_AUROC': 0.8979964256286621, 'val_pixel_AUROC': 0.7509764432907104, 'val_pixel_academic_AUPRO': 0.4451642334461212, 'val_pixel_academic_AUPRO_smoothed': 0.41359866261482237, 'val_pixel_industrial_AUPRO': 0.0561518594622612, 'val_precision_efficiency_ratio': 0.15825260042771977}",,COMPLETE
+17,0.43543514609336853,2026-07-17 05:39:44.401505,2026-07-17 05:52:17.061455,0 days 00:12:32.659950,1.630578766786012e-05,small,2.487533188408564e-05,"{'val_image_AUROC': 0.8925318717956543, 'val_pixel_AUROC': 0.7454701662063599, 'val_pixel_academic_AUPRO': 0.4428173899650574, 'val_pixel_academic_AUPRO_smoothed': 0.43543514609336853, 'val_pixel_industrial_AUPRO': 0.07408823072910309, 'val_precision_efficiency_ratio': 0.22654554716561595}",,COMPLETE
+18,0.4210721254348755,2026-07-17 05:52:17.424048,2026-07-17 06:04:59.402409,0 days 00:12:41.978361,3.185144555156557e-05,small,1.297475798590215e-05,"{'val_image_AUROC': 0.9016393423080444, 'val_pixel_AUROC': 0.747639536857605, 'val_pixel_academic_AUPRO': 0.4476536214351654, 'val_pixel_academic_AUPRO_smoothed': 0.4210721254348755, 'val_pixel_industrial_AUPRO': 0.0766768828034401, 'val_precision_efficiency_ratio': 0.23254686821547918}",,COMPLETE
+19,0.40326082706451416,2026-07-17 06:04:59.744084,2026-07-17 06:17:44.790824,0 days 00:12:45.046740,6.514312245059557e-05,small,1.3630217258398275e-05,"{'val_image_AUROC': 0.9052823185920715, 'val_pixel_AUROC': 0.7678979635238647, 'val_pixel_academic_AUPRO': 0.4087944030761719, 'val_pixel_academic_AUPRO_smoothed': 0.40326082706451416, 'val_pixel_industrial_AUPRO': 0.0671568438410759, 'val_precision_efficiency_ratio': 0.18334832344899699}",,COMPLETE
diff --git a/sweeps/000001/PadimSmall/best_hyperparams_realsense.json b/sweeps/000001/PadimSmall/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..4cde0d8060894431cf44ea1d4621b6066025c1a7
--- /dev/null
+++ b/sweeps/000001/PadimSmall/best_hyperparams_realsense.json
@@ -0,0 +1,9 @@
+{
+    "backbone": "resnet18",
+    "layers": [
+        "layer1",
+        "layer2",
+        "layer3"
+    ],
+    "n_features": 200
+}
\ No newline at end of file
diff --git a/sweeps/000001/PadimSmall/optuna_best_summary.json b/sweeps/000001/PadimSmall/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..f636885b9d0b0d3d295f2623023605b2c1b532be
--- /dev/null
+++ b/sweeps/000001/PadimSmall/optuna_best_summary.json
@@ -0,0 +1,15 @@
+{
+    "study_name": "box_lb_PadimSmall_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 3,
+    "best_value": 0.6420204043388367,
+    "best_params": {
+        "backbone": "resnet18",
+        "layers": [
+            "layer1",
+            "layer2",
+            "layer3"
+        ],
+        "n_features": 200
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000001/PadimSmall/optuna_trials.csv b/sweeps/000001/PadimSmall/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..01e267370051bee87ec6cae57842fc33fb270f26
--- /dev/null
+++ b/sweeps/000001/PadimSmall/optuna_trials.csv
@@ -0,0 +1,7 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_layers,params_n_features,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.5977116227149963,2026-07-16 21:30:11.413154,2026-07-16 21:30:25.371749,0 days 00:00:13.958595,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5035018920898438, 'val_pixel_academic_AUPRO': 0.5977116227149963, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.30082976818084717, 'val_precision_efficiency_ratio': 0.5033025237394292}","{'backbone': 'resnet18', 'layers': ['layer1', 'layer2', 'layer3'], 'n_features': 100}",COMPLETE
+1,0.5595046281814575,2026-07-16 21:30:25.717157,2026-07-16 21:30:37.930089,0 days 00:00:12.212932,resnet18,"['layer2', 'layer3']",200,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5005425214767456, 'val_pixel_academic_AUPRO': 0.5595046281814575, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3047718405723572, 'val_precision_efficiency_ratio': 0.544717282434193}",,COMPLETE
+2,0.6192495822906494,2026-07-16 21:30:38.318335,2026-07-16 21:31:08.189108,0 days 00:00:29.870773,resnet18,"['layer1', 'layer2', 'layer3']",200,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001927018165588, 'val_pixel_academic_AUPRO': 0.6192495822906494, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.31176161766052246, 'val_precision_efficiency_ratio': 0.5034506709028264}",,COMPLETE
+3,0.6420204043388367,2026-07-16 21:31:08.582720,2026-07-16 21:31:37.793071,0 days 00:00:29.210351,resnet18,"['layer1', 'layer2', 'layer3']",200,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002328753471375, 'val_pixel_academic_AUPRO': 0.6420204043388367, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2948554456233978, 'val_precision_efficiency_ratio': 0.45926179858262434}",,COMPLETE
+4,0.6075055003166199,2026-07-16 21:31:38.352188,2026-07-16 21:31:54.970417,0 days 00:00:16.618229,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5028114318847656, 'val_pixel_academic_AUPRO': 0.6075055003166199, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.26048290729522705, 'val_precision_efficiency_ratio': 0.4287745660894733}",,COMPLETE
+5,0.5872103571891785,2026-07-16 21:31:55.304621,2026-07-16 21:32:12.946996,0 days 00:00:17.642375,resnet18,"['layer2', 'layer3']",300,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000230669975281, 'val_pixel_academic_AUPRO': 0.5872103571891785, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3114943504333496, 'val_precision_efficiency_ratio': 0.5304646735530878}",,COMPLETE
diff --git a/sweeps/000001/Patchcore/best_hyperparams_realsense.json b/sweeps/000001/Patchcore/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3324010f8dae1ba4d4a16d07882be47092a34f5
--- /dev/null
+++ b/sweeps/000001/Patchcore/best_hyperparams_realsense.json
@@ -0,0 +1,9 @@
+{
+    "backbone": "wide_resnet50_2",
+    "layers": [
+        "layer2",
+        "layer3"
+    ],
+    "coreset_sampling_ratio": 0.07086744967085677,
+    "num_neighbors": 5
+}
\ No newline at end of file
diff --git a/sweeps/000001/Patchcore/optuna_best_summary.json b/sweeps/000001/Patchcore/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d00dbb330f18ccad2681ecb7d5fa19ff18187339
--- /dev/null
+++ b/sweeps/000001/Patchcore/optuna_best_summary.json
@@ -0,0 +1,15 @@
+{
+    "study_name": "box_lb_Patchcore_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 6,
+    "best_value": 0.589824914932251,
+    "best_params": {
+        "backbone": "wide_resnet50_2",
+        "layers": [
+            "layer2",
+            "layer3"
+        ],
+        "coreset_sampling_ratio": 0.07086744967085677,
+        "num_neighbors": 5
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000001/Patchcore/optuna_trials.csv b/sweeps/000001/Patchcore/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..03319a166d7fe431450662b67ee24da0e54520a9
--- /dev/null
+++ b/sweeps/000001/Patchcore/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_coreset_sampling_ratio,params_layers,params_num_neighbors,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.5859183073043823,2026-07-16 21:17:03.282283,2026-07-16 21:17:44.447577,0 days 00:00:41.165294,wide_resnet50_2,0.1,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003908276557922, 'val_pixel_academic_AUPRO': 0.5859183073043823, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.24743853509426117, 'val_precision_efficiency_ratio': 0.4223089328487526}","{'backbone': 'wide_resnet50_2', 'layers': ['layer2', 'layer3'], 'coreset_sampling_ratio': 0.1, 'num_neighbors': 9}",COMPLETE
+1,0.5877737998962402,2026-07-16 21:17:44.795650,2026-07-16 21:18:28.488094,0 days 00:00:43.692444,wide_resnet50_2,0.10922863002392896,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003401041030884, 'val_pixel_academic_AUPRO': 0.5877737998962402, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.251706600189209, 'val_precision_efficiency_ratio': 0.42823718960192303}",,COMPLETE
+2,0.5868515968322754,2026-07-16 21:18:28.790158,2026-07-16 21:19:15.102619,0 days 00:00:46.312461,wide_resnet50_2,0.11770498488325584,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5004974603652954, 'val_pixel_academic_AUPRO': 0.5868515968322754, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.24645930528640747, 'val_precision_efficiency_ratio': 0.41996870523442836}",,COMPLETE
+3,0.585486650466919,2026-07-16 21:19:15.391675,2026-07-16 21:19:46.258494,0 days 00:00:30.866819,wide_resnet50_2,0.06614783043187071,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000890493392944, 'val_pixel_academic_AUPRO': 0.585486650466919, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.252066433429718, 'val_precision_efficiency_ratio': 0.4305246468535156}",,COMPLETE
+4,0.5857363343238831,2026-07-16 21:19:46.653315,2026-07-16 21:20:21.528267,0 days 00:00:34.874952,wide_resnet50_2,0.0793762952312131,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003631114959717, 'val_pixel_academic_AUPRO': 0.5857363343238831, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.24842189252376556, 'val_precision_efficiency_ratio': 0.4241189729343316}",,COMPLETE
+5,0.5848758220672607,2026-07-16 21:20:21.836970,2026-07-16 21:21:02.212242,0 days 00:00:40.375272,wide_resnet50_2,0.09784142994150671,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002825856208801, 'val_pixel_academic_AUPRO': 0.5848758220672607, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2502744197845459, 'val_precision_efficiency_ratio': 0.42791035351733914}",,COMPLETE
+6,0.589824914932251,2026-07-16 21:21:02.528035,2026-07-16 21:21:34.974334,0 days 00:00:32.446299,wide_resnet50_2,0.07086744967085677,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002685189247131, 'val_pixel_academic_AUPRO': 0.589824914932251, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.24803639948368073, 'val_precision_efficiency_ratio': 0.4205254698543396}",,COMPLETE
+7,0.5856267809867859,2026-07-16 21:21:35.272282,2026-07-16 21:22:04.776022,0 days 00:00:29.503740,wide_resnet50_2,0.05979884763612886,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001896023750305, 'val_pixel_academic_AUPRO': 0.5856267809867859, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.25279656052589417, 'val_precision_efficiency_ratio': 0.43166837435256955}",,COMPLETE
+8,0.5867037177085876,2026-07-16 21:22:05.077536,2026-07-16 21:22:40.891176,0 days 00:00:35.813640,wide_resnet50_2,0.08164138851656533,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.500434160232544, 'val_pixel_academic_AUPRO': 0.5867037177085876, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2504747211933136, 'val_precision_efficiency_ratio': 0.42691858536632443}",,COMPLETE
+9,0.5873500108718872,2026-07-16 21:22:41.288221,2026-07-16 21:23:20.983638,0 days 00:00:39.695417,wide_resnet50_2,0.09539380254548178,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003244876861572, 'val_pixel_academic_AUPRO': 0.5873500108718872, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.25387123227119446, 'val_precision_efficiency_ratio': 0.43223159542354866}",,COMPLETE
+10,0.5881893038749695,2026-07-16 21:23:21.332742,2026-07-16 21:24:16.888008,0 days 00:00:55.555266,wide_resnet50_2,0.14770727017368962,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5006664991378784, 'val_pixel_academic_AUPRO': 0.5881893038749695, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.25097739696502686, 'val_precision_efficiency_ratio': 0.42669493530670655}",,COMPLETE
+11,0.5868943333625793,2026-07-16 21:24:17.233527,2026-07-16 21:25:13.416934,0 days 00:00:56.183407,wide_resnet50_2,0.14952864227499443,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5006132125854492, 'val_pixel_academic_AUPRO': 0.5868943333625793, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2517314851284027, 'val_precision_efficiency_ratio': 0.42892130800807154}",,COMPLETE
+12,0.5863821506500244,2026-07-16 21:25:13.791612,2026-07-16 21:26:09.768105,0 days 00:00:55.976493,wide_resnet50_2,0.14891258389160172,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5005789399147034, 'val_pixel_academic_AUPRO': 0.5863821506500244, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2490408718585968, 'val_precision_efficiency_ratio': 0.42470745670298216}",,COMPLETE
+13,0.5847312211990356,2026-07-16 21:26:10.111579,2026-07-16 21:26:36.783057,0 days 00:00:26.671478,wide_resnet50_2,0.05195082198229514,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001621842384338, 'val_pixel_academic_AUPRO': 0.5847312211990356, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2487075924873352, 'val_precision_efficiency_ratio': 0.42533660504281173}",,COMPLETE
+14,0.5873032212257385,2026-07-16 21:26:37.128101,2026-07-16 21:27:24.614569,0 days 00:00:47.486468,wide_resnet50_2,0.12172394101927235,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5004310011863708, 'val_pixel_academic_AUPRO': 0.5873032212257385, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.25119882822036743, 'val_precision_efficiency_ratio': 0.4277157337841597}",,COMPLETE
+15,0.5895262956619263,2026-07-16 21:27:24.957706,2026-07-16 21:27:59.151691,0 days 00:00:34.193985,wide_resnet50_2,0.07610432863204593,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5004750490188599, 'val_pixel_academic_AUPRO': 0.5895262956619263, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2497689574956894, 'val_precision_efficiency_ratio': 0.42367738188038956}",,COMPLETE
+16,0.587556779384613,2026-07-16 21:27:59.494805,2026-07-16 21:28:33.221804,0 days 00:00:33.726999,wide_resnet50_2,0.07433085910146967,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002096891403198, 'val_pixel_academic_AUPRO': 0.587556779384613, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2533791661262512, 'val_precision_efficiency_ratio': 0.43124200931122253}",,COMPLETE
+17,0.5867331624031067,2026-07-16 21:28:33.568967,2026-07-16 21:29:04.877344,0 days 00:00:31.308377,wide_resnet50_2,0.0660518571601538,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000172853469849, 'val_pixel_academic_AUPRO': 0.5867331624031067, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2524287700653076, 'val_precision_efficiency_ratio': 0.4302275484675605}",,COMPLETE
+18,0.5854415893554688,2026-07-16 21:29:05.217963,2026-07-16 21:29:31.599286,0 days 00:00:26.381323,wide_resnet50_2,0.05098754697275362,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001223087310791, 'val_pixel_academic_AUPRO': 0.5854415893554688, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2526733875274658, 'val_precision_efficiency_ratio': 0.4315945298755457}",,COMPLETE
+19,0.5849951505661011,2026-07-16 21:29:31.944267,2026-07-16 21:30:09.161085,0 days 00:00:37.216818,wide_resnet50_2,0.08713403002356288,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001851320266724, 'val_pixel_academic_AUPRO': 0.5849951505661011, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2512768507003784, 'val_precision_efficiency_ratio': 0.42953663882036847}",,COMPLETE
diff --git a/sweeps/000001/ReverseDistillation/best_hyperparams_realsense.json b/sweeps/000001/ReverseDistillation/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..f0ad9dc0c3e09b85be52d2d0e15a09a2b8386729
--- /dev/null
+++ b/sweeps/000001/ReverseDistillation/best_hyperparams_realsense.json
@@ -0,0 +1,5 @@
+{
+    "backbone": "wide_resnet50_2",
+    "lr": 0.00024845456586586225,
+    "anomaly_map_mode": "multiply"
+}
\ No newline at end of file
diff --git a/sweeps/000001/ReverseDistillation/optuna_best_summary.json b/sweeps/000001/ReverseDistillation/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..3724d6089d4d2e63bee01d365aeaa240a0dbfe7c
--- /dev/null
+++ b/sweeps/000001/ReverseDistillation/optuna_best_summary.json
@@ -0,0 +1,11 @@
+{
+    "study_name": "box_lb_ReverseDistillation_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 4,
+    "best_value": 0.7573952913284302,
+    "best_params": {
+        "backbone": "wide_resnet50_2",
+        "lr": 0.00024845456586586225,
+        "anomaly_map_mode": "multiply"
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000001/ReverseDistillation/optuna_trials.csv b/sweeps/000001/ReverseDistillation/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cdaff5c5442256376c08067de61b3ac345646e74
--- /dev/null
+++ b/sweeps/000001/ReverseDistillation/optuna_trials.csv
@@ -0,0 +1,16 @@
+number,value,datetime_start,datetime_complete,duration,params_anomaly_map_mode,params_backbone,params_lr,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.7142908692359924,2026-07-16 21:32:19.410760,2026-07-16 21:41:05.067396,0 days 00:08:45.656636,add,wide_resnet50_2,0.005,"{'val_image_AUROC': 0.9034608602523804, 'val_pixel_AUROC': 0.8843451142311096, 'val_pixel_academic_AUPRO': 0.7542609572410583, 'val_pixel_academic_AUPRO_smoothed': 0.7142908692359924, 'val_pixel_industrial_AUPRO': 0.21423469483852386, 'val_precision_efficiency_ratio': 0.3090549205802174}","{'backbone': 'wide_resnet50_2', 'lr': 0.005, 'anomaly_map_mode': 'add'}",COMPLETE
+1,0.5595874667167664,2026-07-16 21:41:05.487354,2026-07-16 21:49:52.980301,0 days 00:08:47.492947,add,wide_resnet50_2,0.00018273792461299024,"{'val_image_AUROC': 0.6302367448806763, 'val_pixel_AUROC': 0.8602476119995117, 'val_pixel_academic_AUPRO': 0.6496842503547668, 'val_pixel_academic_AUPRO_smoothed': 0.5595874667167664, 'val_pixel_industrial_AUPRO': 0.2226278930902481, 'val_precision_efficiency_ratio': 0.3571686248064659}",,COMPLETE
+2,0.6903673529624939,2026-07-16 21:49:53.448269,2026-07-16 21:58:47.334633,0 days 00:08:53.886364,add,wide_resnet50_2,0.00040977243824480376,"{'val_image_AUROC': 0.8816028833389282, 'val_pixel_AUROC': 0.8779716491699219, 'val_pixel_academic_AUPRO': 0.7432954907417297, 'val_pixel_academic_AUPRO_smoothed': 0.6903673529624939, 'val_pixel_industrial_AUPRO': 0.21275775134563446, 'val_precision_efficiency_ratio': 0.31199729580641966}",,COMPLETE
+3,0.5562286078929901,2026-07-16 21:58:47.751670,2026-07-16 22:07:38.712315,0 days 00:08:50.960645,add,wide_resnet50_2,0.00012930713858902448,"{'val_image_AUROC': 0.41530054807662964, 'val_pixel_AUROC': 0.7900792956352234, 'val_pixel_academic_AUPRO': 0.6467437744140625, 'val_pixel_academic_AUPRO_smoothed': 0.5562286078929901, 'val_pixel_industrial_AUPRO': 0.10582659393548965, 'val_precision_efficiency_ratio': 0.26235264994960117}",,COMPLETE
+4,0.7573952913284302,2026-07-16 22:07:39.186360,2026-07-16 22:16:31.431825,0 days 00:08:52.245465,multiply,wide_resnet50_2,0.00024845456586586225,"{'val_image_AUROC': 0.9180327653884888, 'val_pixel_AUROC': 0.8841437697410583, 'val_pixel_academic_AUPRO': 0.8047001361846924, 'val_pixel_academic_AUPRO_smoothed': 0.7573952913284302, 'val_pixel_industrial_AUPRO': 0.2867937684059143, 'val_precision_efficiency_ratio': 0.38899742878218185}",,COMPLETE
+5,0.6980442404747009,2026-07-16 22:16:31.796341,2026-07-16 22:25:23.191882,0 days 00:08:51.395541,add,wide_resnet50_2,0.0007749493978599786,"{'val_image_AUROC': 0.8442623019218445, 'val_pixel_AUROC': 0.8549813032150269, 'val_pixel_academic_AUPRO': 0.7064690589904785, 'val_pixel_academic_AUPRO_smoothed': 0.6980442404747009, 'val_pixel_industrial_AUPRO': 0.23257221281528473, 'val_precision_efficiency_ratio': 0.34437021317531846}",,COMPLETE
+6,0.718040120601654,2026-07-16 22:25:23.614444,2026-07-16 22:34:28.244173,0 days 00:09:04.629729,multiply,wide_resnet50_2,0.00024260434374241883,"{'val_image_AUROC': 0.9289617538452148, 'val_pixel_AUROC': 0.8775008320808411, 'val_pixel_academic_AUPRO': 0.7326058149337769, 'val_pixel_academic_AUPRO_smoothed': 0.718040120601654, 'val_pixel_industrial_AUPRO': 0.24574102461338043, 'val_precision_efficiency_ratio': 0.34683541359417064}",,COMPLETE
+7,0.7052909731864929,2026-07-16 22:34:28.681233,2026-07-16 22:43:30.144384,0 days 00:09:01.463151,add,wide_resnet50_2,0.0009197806229751435,"{'val_image_AUROC': 0.8943533897399902, 'val_pixel_AUROC': 0.8826788663864136, 'val_pixel_academic_AUPRO': 0.7158809900283813, 'val_pixel_academic_AUPRO_smoothed': 0.7052909731864929, 'val_pixel_industrial_AUPRO': 0.20617732405662537, 'val_precision_efficiency_ratio': 0.300784830784476}",,COMPLETE
+8,0.6866228342056274,2026-07-16 22:43:30.571130,2026-07-16 22:52:23.070828,0 days 00:08:52.499698,add,wide_resnet50_2,0.0005685895182190133,"{'val_image_AUROC': 0.937158465385437, 'val_pixel_AUROC': 0.8652302026748657, 'val_pixel_academic_AUPRO': 0.7668276429176331, 'val_pixel_academic_AUPRO_smoothed': 0.6866228342056274, 'val_pixel_industrial_AUPRO': 0.22632195055484772, 'val_precision_efficiency_ratio': 0.3307703052670853}",,COMPLETE
+9,0.5077673256397247,2026-07-16 22:52:23.534281,2026-07-16 23:01:18.725595,0 days 00:08:55.191314,multiply,wide_resnet50_2,0.00011777270899269909,"{'val_image_AUROC': 0.8542805314064026, 'val_pixel_AUROC': 0.8631553053855896, 'val_pixel_academic_AUPRO': 0.5642088055610657, 'val_pixel_academic_AUPRO_smoothed': 0.5077673256397247, 'val_pixel_industrial_AUPRO': 0.2336919605731964, 'val_precision_efficiency_ratio': 0.35441501417045185}",,COMPLETE
+10,0.6140174746513367,2026-07-16 23:01:19.138791,2026-07-16 23:10:24.015439,0 days 00:09:04.876648,multiply,wide_resnet50_2,0.00028225411448518453,"{'val_image_AUROC': 0.868852436542511, 'val_pixel_AUROC': 0.8185089826583862, 'val_pixel_academic_AUPRO': 0.6964256763458252, 'val_pixel_academic_AUPRO_smoothed': 0.6140174746513367, 'val_pixel_industrial_AUPRO': 0.09291917830705643, 'val_precision_efficiency_ratio': 0.18737431030111198}",,COMPLETE
+11,0.5735814332962036,2026-07-16 23:10:24.400850,2026-07-16 23:19:32.971344,0 days 00:09:08.570494,multiply,wide_resnet50_2,0.00024298268066331687,"{'val_image_AUROC': 0.8770492076873779, 'val_pixel_AUROC': 0.8377554416656494, 'val_pixel_academic_AUPRO': 0.6725131273269653, 'val_pixel_academic_AUPRO_smoothed': 0.5735814332962036, 'val_pixel_industrial_AUPRO': 0.14024323225021362, 'val_precision_efficiency_ratio': 0.2524474481562865}",,COMPLETE
+12,0.6556187987327575,2026-07-16 23:19:33.421654,2026-07-16 23:28:40.044934,0 days 00:09:06.623280,multiply,wide_resnet50_2,0.00025556316815778267,"{'val_image_AUROC': 0.881602942943573, 'val_pixel_AUROC': 0.8492863178253174, 'val_pixel_academic_AUPRO': 0.6987627148628235, 'val_pixel_academic_AUPRO_smoothed': 0.6556187987327575, 'val_pixel_industrial_AUPRO': 0.1678493618965149, 'val_precision_efficiency_ratio': 0.2904558216638005}",,COMPLETE
+13,0.6001971006393433,2026-07-16 23:28:41.446017,2026-07-16 23:37:51.133727,0 days 00:09:09.687710,multiply,wide_resnet50_2,0.00017633814094956035,"{'val_image_AUROC': 0.8706739544868469, 'val_pixel_AUROC': 0.8485854268074036, 'val_pixel_academic_AUPRO': 0.692636251449585, 'val_pixel_academic_AUPRO_smoothed': 0.6001971006393433, 'val_pixel_industrial_AUPRO': 0.21316736936569214, 'val_precision_efficiency_ratio': 0.34905066861553463}",,COMPLETE
+14,0.7277204632759094,2026-07-16 23:37:51.479354,2026-07-16 23:46:56.340607,0 days 00:09:04.861253,multiply,wide_resnet50_2,0.00035170866162720767,"{'val_image_AUROC': 0.9271402359008789, 'val_pixel_AUROC': 0.8806685209274292, 'val_pixel_academic_AUPRO': 0.8180152177810669, 'val_pixel_academic_AUPRO_smoothed': 0.7277204632759094, 'val_pixel_industrial_AUPRO': 0.26634854078292847, 'val_precision_efficiency_ratio': 0.3713778277167876}",,COMPLETE
diff --git a/sweeps/000001/STFPM/best_hyperparams_realsense.json b/sweeps/000001/STFPM/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..9e68d57b50bed08115cbd632ac5de6b4f4ab3c4e
--- /dev/null
+++ b/sweeps/000001/STFPM/best_hyperparams_realsense.json
@@ -0,0 +1,10 @@
+{
+    "backbone": "resnet18",
+    "layers": [
+        "layer1",
+        "layer2",
+        "layer3"
+    ],
+    "lr": 0.08291358540526922,
+    "weight_decay": 0.0010474942080482945
+}
\ No newline at end of file
diff --git a/sweeps/000001/STFPM/optuna_best_summary.json b/sweeps/000001/STFPM/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..bf743c7e2cd2f945fb6eb75c0802421402d719c8
--- /dev/null
+++ b/sweeps/000001/STFPM/optuna_best_summary.json
@@ -0,0 +1,16 @@
+{
+    "study_name": "box_lb_STFPM_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 14,
+    "best_value": 0.7601692080497742,
+    "best_params": {
+        "backbone": "resnet18",
+        "layers": [
+            "layer1",
+            "layer2",
+            "layer3"
+        ],
+        "lr": 0.08291358540526922,
+        "weight_decay": 0.0010474942080482945
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000001/STFPM/optuna_trials.csv b/sweeps/000001/STFPM/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e617bf708ac39fb99b31ecb826de5cf14d599ae2
--- /dev/null
+++ b/sweeps/000001/STFPM/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_layers,params_lr,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.7454041600227356,2026-07-16 23:46:59.435237,2026-07-16 23:51:20.898384,0 days 00:04:21.463147,resnet18,"['layer1', 'layer2', 'layer3']",0.4,0.001,"{'val_image_AUROC': 0.7978142499923706, 'val_pixel_AUROC': 0.8734897375106812, 'val_pixel_academic_AUPRO': 0.758725643157959, 'val_pixel_academic_AUPRO_smoothed': 0.7454041600227356, 'val_pixel_industrial_AUPRO': 0.28608694672584534, 'val_precision_efficiency_ratio': 0.383209088418824}","{'backbone': 'resnet18', 'layers': ['layer1', 'layer2', 'layer3'], 'lr': 0.4, 'weight_decay': 0.001}",COMPLETE
+1,0.7491751432418823,2026-07-16 23:51:21.237392,2026-07-16 23:55:43.055471,0 days 00:04:21.818079,resnet18,"['layer1', 'layer2', 'layer3']",0.48435673188045014,0.0006833004150511715,"{'val_image_AUROC': 0.8688523769378662, 'val_pixel_AUROC': 0.8892198204994202, 'val_pixel_academic_AUPRO': 0.7652990818023682, 'val_pixel_academic_AUPRO_smoothed': 0.7491751432418823, 'val_pixel_industrial_AUPRO': 0.3039507269859314, 'val_precision_efficiency_ratio': 0.402432169212826}",,COMPLETE
+2,0.6711336612701416,2026-07-16 23:55:43.418464,2026-07-17 00:00:04.306046,0 days 00:04:20.887582,resnet18,"['layer2', 'layer3']",0.12363034151854044,0.0022110181111322405,"{'val_image_AUROC': 0.8724954128265381, 'val_pixel_AUROC': 0.8655500411987305, 'val_pixel_academic_AUPRO': 0.6904386281967163, 'val_pixel_academic_AUPRO_smoothed': 0.6711336612701416, 'val_pixel_industrial_AUPRO': 0.18266798555850983, 'val_precision_efficiency_ratio': 0.289703600833607}",,COMPLETE
+3,0.749941062927246,2026-07-17 00:00:04.636229,2026-07-17 00:04:28.663755,0 days 00:04:24.027526,resnet18,"['layer1', 'layer2', 'layer3']",0.24940727095984241,0.0007021060247132361,"{'val_image_AUROC': 0.8488160371780396, 'val_pixel_AUROC': 0.8784328699111938, 'val_pixel_academic_AUPRO': 0.7556500434875488, 'val_pixel_academic_AUPRO_smoothed': 0.749941062927246, 'val_pixel_industrial_AUPRO': 0.30238544940948486, 'val_precision_efficiency_ratio': 0.4041099333079762}",,COMPLETE
+4,0.6715533018112183,2026-07-17 00:04:28.990838,2026-07-17 00:08:52.486313,0 days 00:04:23.495475,resnet18,"['layer2', 'layer3']",0.22787704474532422,0.0031363930566202947,"{'val_image_AUROC': 0.8269580602645874, 'val_pixel_AUROC': 0.855995774269104, 'val_pixel_academic_AUPRO': 0.706570029258728, 'val_pixel_academic_AUPRO_smoothed': 0.6715533018112183, 'val_pixel_industrial_AUPRO': 0.2351641058921814, 'val_precision_efficiency_ratio': 0.3858843217216231}",,COMPLETE
+5,0.6362407088279725,2026-07-17 00:08:52.809165,2026-07-17 00:13:15.209612,0 days 00:04:22.400447,resnet18,"['layer2', 'layer3']",0.5363878722209108,0.003913979698609615,"{'val_image_AUROC': 0.63752281665802, 'val_pixel_AUROC': 0.856063961982727, 'val_pixel_academic_AUPRO': 0.7315149903297424, 'val_pixel_academic_AUPRO_smoothed': 0.6362407088279725, 'val_pixel_industrial_AUPRO': 0.24223506450653076, 'val_precision_efficiency_ratio': 0.3728234960733187}",,COMPLETE
+6,0.6418978929519653,2026-07-17 00:13:15.544209,2026-07-17 00:17:35.102683,0 days 00:04:19.558474,resnet18,"['layer2', 'layer3']",0.49131476289868664,0.0020796763060893808,"{'val_image_AUROC': 0.6848815679550171, 'val_pixel_AUROC': 0.8558845520019531, 'val_pixel_academic_AUPRO': 0.7142679691314697, 'val_pixel_academic_AUPRO_smoothed': 0.6418978929519653, 'val_pixel_industrial_AUPRO': 0.29649636149406433, 'val_precision_efficiency_ratio': 0.49725784540211904}",,COMPLETE
+7,0.7512361645698548,2026-07-17 00:17:35.428188,2026-07-17 00:21:59.475987,0 days 00:04:24.047799,resnet18,"['layer1', 'layer2', 'layer3']",0.20556844520407333,0.0007649799328287134,"{'val_image_AUROC': 0.7850637435913086, 'val_pixel_AUROC': 0.8745126724243164, 'val_pixel_academic_AUPRO': 0.7666163444519043, 'val_pixel_academic_AUPRO_smoothed': 0.7512361645698548, 'val_pixel_industrial_AUPRO': 0.3369850516319275, 'val_precision_efficiency_ratio': 0.44817854049545397}",,COMPLETE
+8,0.6655587196350098,2026-07-17 00:21:59.809088,2026-07-17 00:26:19.966569,0 days 00:04:20.157481,resnet18,"['layer2', 'layer3']",0.2077082890631067,0.001881509794998346,"{'val_image_AUROC': 0.7686702609062195, 'val_pixel_AUROC': 0.8212836384773254, 'val_pixel_academic_AUPRO': 0.6978423595428467, 'val_pixel_academic_AUPRO_smoothed': 0.6655587196350098, 'val_pixel_industrial_AUPRO': 0.16363784670829773, 'val_precision_efficiency_ratio': 0.3087648383020398}",,COMPLETE
+9,0.6650769352912903,2026-07-17 00:26:20.296605,2026-07-17 00:30:41.250513,0 days 00:04:20.953908,resnet18,"['layer2', 'layer3']",0.2883750286332325,0.0033776923073795357,"{'val_image_AUROC': 0.6357012391090393, 'val_pixel_AUROC': 0.8603794574737549, 'val_pixel_academic_AUPRO': 0.7178646326065063, 'val_pixel_academic_AUPRO_smoothed': 0.6650769352912903, 'val_pixel_industrial_AUPRO': 0.275518000125885, 'val_precision_efficiency_ratio': 0.41641607726357455}",,COMPLETE
+10,0.7478946685791016,2026-07-17 00:30:41.578694,2026-07-17 00:35:05.165633,0 days 00:04:23.586939,resnet18,"['layer1', 'layer2', 'layer3']",0.050031477737339736,0.0013931767204824826,"{'val_image_AUROC': 0.8014571666717529, 'val_pixel_AUROC': 0.8772133588790894, 'val_pixel_academic_AUPRO': 0.7557365894317627, 'val_pixel_academic_AUPRO_smoothed': 0.7478946685791016, 'val_pixel_industrial_AUPRO': 0.2680973708629608, 'val_precision_efficiency_ratio': 0.367863542834916}",,COMPLETE
+11,0.7493042826652527,2026-07-17 00:35:05.495664,2026-07-17 00:39:28.715050,0 days 00:04:23.219386,resnet18,"['layer1', 'layer2', 'layer3']",0.1013087026704698,0.0005127716652938369,"{'val_image_AUROC': 0.8032786846160889, 'val_pixel_AUROC': 0.8800548315048218, 'val_pixel_academic_AUPRO': 0.7619759440422058, 'val_pixel_academic_AUPRO_smoothed': 0.7493042826652527, 'val_pixel_industrial_AUPRO': 0.2764442563056946, 'val_precision_efficiency_ratio': 0.37438658216777926}",,COMPLETE
+12,0.7567483305931091,2026-07-17 00:39:29.044806,2026-07-17 00:43:52.271597,0 days 00:04:23.226791,resnet18,"['layer1', 'layer2', 'layer3']",0.13573018344158758,0.0008872479489169949,"{'val_image_AUROC': 0.8816028833389282, 'val_pixel_AUROC': 0.8833470344543457, 'val_pixel_academic_AUPRO': 0.7744107246398926, 'val_pixel_academic_AUPRO_smoothed': 0.7567483305931091, 'val_pixel_industrial_AUPRO': 0.26050877571105957, 'val_precision_efficiency_ratio': 0.3516728796229758}",,COMPLETE
+13,0.7433961510658265,2026-07-17 00:43:52.598959,2026-07-17 00:48:14.944580,0 days 00:04:22.345621,resnet18,"['layer1', 'layer2', 'layer3']",0.14044332225255146,0.0009928347793667829,"{'val_image_AUROC': 0.8652094602584839, 'val_pixel_AUROC': 0.881289005279541, 'val_pixel_academic_AUPRO': 0.7561885714530945, 'val_pixel_academic_AUPRO_smoothed': 0.7433961510658265, 'val_pixel_industrial_AUPRO': 0.27307987213134766, 'val_precision_efficiency_ratio': 0.36921271765645436}",,COMPLETE
+14,0.7601692080497742,2026-07-17 00:48:15.275670,2026-07-17 00:52:39.166667,0 days 00:04:23.890997,resnet18,"['layer1', 'layer2', 'layer3']",0.08291358540526922,0.0010474942080482945,"{'val_image_AUROC': 0.8324226140975952, 'val_pixel_AUROC': 0.8774760365486145, 'val_pixel_academic_AUPRO': 0.7856788039207458, 'val_pixel_academic_AUPRO_smoothed': 0.7601692080497742, 'val_pixel_industrial_AUPRO': 0.27578985691070557, 'val_precision_efficiency_ratio': 0.37670103175036734}",,COMPLETE
+15,0.7516483664512634,2026-07-17 00:52:39.505691,2026-07-17 00:57:03.341560,0 days 00:04:23.835869,resnet18,"['layer1', 'layer2', 'layer3']",0.07463511274602523,0.0013143270895808953,"{'val_image_AUROC': 0.8597450256347656, 'val_pixel_AUROC': 0.875284731388092, 'val_pixel_academic_AUPRO': 0.7727053165435791, 'val_pixel_academic_AUPRO_smoothed': 0.7516483664512634, 'val_pixel_industrial_AUPRO': 0.2561258375644684, 'val_precision_efficiency_ratio': 0.349471386404193}",,COMPLETE
+16,0.7439970374107361,2026-07-17 00:57:03.672149,2026-07-17 01:01:26.733222,0 days 00:04:23.061073,resnet18,"['layer1', 'layer2', 'layer3']",0.0776825144690598,0.0012101829620353797,"{'val_image_AUROC': 0.8214936256408691, 'val_pixel_AUROC': 0.8811254501342773, 'val_pixel_academic_AUPRO': 0.7541285753250122, 'val_pixel_academic_AUPRO_smoothed': 0.7439970374107361, 'val_pixel_industrial_AUPRO': 0.28750887513160706, 'val_precision_efficiency_ratio': 0.38489319282392126}",,COMPLETE
+17,0.7429675221443176,2026-07-17 01:01:27.072549,2026-07-17 01:05:49.515297,0 days 00:04:22.442748,resnet18,"['layer1', 'layer2', 'layer3']",0.1479907777748099,0.0009512535372843918,"{'val_image_AUROC': 0.8233151435852051, 'val_pixel_AUROC': 0.8788373470306396, 'val_pixel_academic_AUPRO': 0.7606309056282043, 'val_pixel_academic_AUPRO_smoothed': 0.7429675221443176, 'val_pixel_industrial_AUPRO': 0.27874863147735596, 'val_precision_efficiency_ratio': 0.3830880579109669}",,COMPLETE
+18,0.7476065158843994,2026-07-17 01:05:49.851493,2026-07-17 01:10:12.547112,0 days 00:04:22.695619,resnet18,"['layer1', 'layer2', 'layer3']",0.05685731378544958,0.000503954177614091,"{'val_image_AUROC': 0.8287795782089233, 'val_pixel_AUROC': 0.877422571182251, 'val_pixel_academic_AUPRO': 0.7584378719329834, 'val_pixel_academic_AUPRO_smoothed': 0.7476065158843994, 'val_pixel_industrial_AUPRO': 0.27571967244148254, 'val_precision_efficiency_ratio': 0.37444348198934047}",,COMPLETE
+19,0.7548098802566529,2026-07-17 01:10:12.910630,2026-07-17 01:14:35.338939,0 days 00:04:22.428309,resnet18,"['layer1', 'layer2', 'layer3']",0.09920596496010499,0.0015718208120194582,"{'val_image_AUROC': 0.8834244012832642, 'val_pixel_AUROC': 0.877643346786499, 'val_pixel_academic_AUPRO': 0.7710837125778198, 'val_pixel_academic_AUPRO_smoothed': 0.7548098802566529, 'val_pixel_industrial_AUPRO': 0.2405209094285965, 'val_precision_efficiency_ratio': 0.3374334031931012}",,COMPLETE
diff --git a/sweeps/000002/AnomalyDINO/best_hyperparams_zivid.json b/sweeps/000002/AnomalyDINO/best_hyperparams_zivid.json
new file mode 100644
index 0000000000000000000000000000000000000000..1f2cb9fb362e8c89ef9ba52b8997691d1d805f58
--- /dev/null
+++ b/sweeps/000002/AnomalyDINO/best_hyperparams_zivid.json
@@ -0,0 +1,7 @@
+{
+    "backbone": "vit_base_patch14",
+    "num_neighbors": 3,
+    "masking": false,
+    "coreset_subsampling": true,
+    "sampling_ratio": 0.5625950315035348
+}
\ No newline at end of file
diff --git a/sweeps/000002/AnomalyDINO/optuna_best_summary.json b/sweeps/000002/AnomalyDINO/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..a329c3159fe612d3fd6dc20d0772cadb916b0d1f
--- /dev/null
+++ b/sweeps/000002/AnomalyDINO/optuna_best_summary.json
@@ -0,0 +1,13 @@
+{
+    "study_name": "box_lb_AnomalyDINO_zivid",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 16,
+    "best_value": 0.6333906650543213,
+    "best_params": {
+        "backbone": "vit_base_patch14",
+        "num_neighbors": 3,
+        "masking": false,
+        "coreset_subsampling": true,
+        "sampling_ratio": 0.5625950315035348
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000002/AnomalyDINO/optuna_trials.csv b/sweeps/000002/AnomalyDINO/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..89709eb03efd1c0b223f3a2ac86bdeeb1566c599
--- /dev/null
+++ b/sweeps/000002/AnomalyDINO/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_coreset_subsampling,params_masking,params_num_neighbors,params_sampling_ratio,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.6308157444000244,2026-07-19 10:38:24.743959,2026-07-19 10:47:20.805576,0 days 00:08:56.061617,vit_base_patch14,True,False,3,1.0,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.8798711895942688, 'val_pixel_academic_AUPRO': 0.6308157444000244, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.39582115411758423, 'val_precision_efficiency_ratio': 0.6274750711779618}","{'backbone': 'vit_base_patch14', 'num_neighbors': 3, 'masking': False, 'coreset_subsampling': True, 'sampling_ratio': 1.0}",COMPLETE
+1,0.6299540400505066,2026-07-19 10:47:21.111340,2026-07-19 10:50:22.302144,0 days 00:03:01.190804,vit_base_patch14,True,False,5,0.2967911456662915,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.880276083946228, 'val_pixel_academic_AUPRO': 0.6299540400505066, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.398580938577652, 'val_precision_efficiency_ratio': 0.6327143144374401}",,COMPLETE
+2,0.6307715177536011,2026-07-19 10:50:22.621042,2026-07-19 10:59:07.651463,0 days 00:08:45.030421,vit_base_patch14,True,False,5,0.9819170157493103,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.8798643350601196, 'val_pixel_academic_AUPRO': 0.6307715177536011, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3958066999912262, 'val_precision_efficiency_ratio': 0.6274961516982137}",,COMPLETE
+3,0.6326356530189514,2026-07-19 10:59:07.992772,2026-07-19 11:00:40.250100,0 days 00:01:32.257328,vit_base_patch14,True,False,3,0.12195981643426991,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.8804235458374023, 'val_pixel_academic_AUPRO': 0.6326356530189514, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3900907039642334, 'val_precision_efficiency_ratio': 0.6166119505005953}",,COMPLETE
+4,0.5008392930030823,2026-07-19 11:00:40.546205,2026-07-19 11:01:26.848065,0 days 00:00:46.301860,vit_base_patch14,True,True,1,0.29126028512220264,"{'val_image_AUROC': 0.9333332777023315, 'val_pixel_AUROC': 0.6041402816772461, 'val_pixel_academic_AUPRO': 0.5008392930030823, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3525996804237366, 'val_precision_efficiency_ratio': 0.704017606744698}",,COMPLETE
+5,0.6293025612831116,2026-07-19 11:01:27.149086,2026-07-19 11:02:41.903001,0 days 00:01:14.753915,vit_base_patch14,True,False,3,0.08700710550137732,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.8813436627388, 'val_pixel_academic_AUPRO': 0.6293025612831116, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.38976433873176575, 'val_precision_efficiency_ratio': 0.6193592124224933}",,COMPLETE
+6,0.49927079677581787,2026-07-19 11:02:42.220428,2026-07-19 11:03:13.057732,0 days 00:00:30.837304,vit_base_patch14,True,True,3,0.09785354383374716,"{'val_image_AUROC': 0.9333332777023315, 'val_pixel_AUROC': 0.6027704477310181, 'val_pixel_academic_AUPRO': 0.49927079677581787, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.35223689675331116, 'val_precision_efficiency_ratio': 0.7055027031983051}",,COMPLETE
+7,0.5004312992095947,2026-07-19 11:03:13.345150,2026-07-19 11:04:45.255342,0 days 00:01:31.910192,vit_base_patch14,True,True,5,0.835511661820254,"{'val_image_AUROC': 0.9333332777023315, 'val_pixel_AUROC': 0.6041693687438965, 'val_pixel_academic_AUPRO': 0.5004312992095947, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.35260310769081116, 'val_precision_efficiency_ratio': 0.704598429889836}",,COMPLETE
+8,0.4958670139312744,2026-07-19 11:04:45.546012,2026-07-19 11:05:14.269211,0 days 00:00:28.723199,vit_base_patch14,True,True,3,0.07819445645963974,"{'val_image_AUROC': 0.9375, 'val_pixel_AUROC': 0.6017752885818481, 'val_pixel_academic_AUPRO': 0.4958670139312744, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.34731200337409973, 'val_precision_efficiency_ratio': 0.7004136061009214}",,COMPLETE
+9,0.4980567991733551,2026-07-19 11:05:14.633372,2026-07-19 11:05:43.491293,0 days 00:00:28.857921,vit_base_patch14,True,True,1,0.07665068396853841,"{'val_image_AUROC': 0.9333332777023315, 'val_pixel_AUROC': 0.6024589538574219, 'val_pixel_academic_AUPRO': 0.4980567991733551, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.35190460085868835, 'val_precision_efficiency_ratio': 0.7065551588548908}",,COMPLETE
+10,0.6244710683822632,2026-07-19 11:05:43.784373,2026-07-19 11:07:44.986073,0 days 00:02:01.201700,vit_base_patch14,True,False,3,0.17877278294451873,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.8806803822517395, 'val_pixel_academic_AUPRO': 0.6244710683822632, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.39157208800315857, 'val_precision_efficiency_ratio': 0.6270460039366659}",,COMPLETE
+11,0.6296195983886719,2026-07-19 11:07:45.306474,2026-07-19 11:11:57.563778,0 days 00:04:12.257304,vit_base_patch14,True,False,3,0.4391125452559265,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.8800241351127625, 'val_pixel_academic_AUPRO': 0.6296195983886719, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3968769907951355, 'val_precision_efficiency_ratio': 0.6303440868277078}",,COMPLETE
+12,0.6302714347839355,2026-07-19 11:11:57.850957,2026-07-19 11:13:47.855275,0 days 00:01:50.004318,vit_base_patch14,True,False,3,0.15582931821622192,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.8807907104492188, 'val_pixel_academic_AUPRO': 0.6302714347839355, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3952937424182892, 'val_precision_efficiency_ratio': 0.6271801649297346}",,COMPLETE
+13,0.6189164519309998,2026-07-19 11:13:48.140534,2026-07-19 11:14:43.591758,0 days 00:00:55.451224,vit_base_patch14,True,False,3,0.05009660496164276,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.8813601732254028, 'val_pixel_academic_AUPRO': 0.6189164519309998, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3896843492984772, 'val_precision_efficiency_ratio': 0.6296235107059673}",,COMPLETE
+14,0.629693865776062,2026-07-19 11:14:43.873017,2026-07-19 11:19:59.807651,0 days 00:05:15.934634,vit_base_patch14,True,False,3,0.5657918530567292,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.879459798336029, 'val_pixel_academic_AUPRO': 0.629693865776062, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.39610472321510315, 'val_precision_efficiency_ratio': 0.6290433252465093}",,COMPLETE
+15,0.6276564598083496,2026-07-19 11:20:00.130243,2026-07-19 11:22:13.422959,0 days 00:02:13.292716,vit_base_patch14,True,False,1,0.20393828118781093,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.8808908462524414, 'val_pixel_academic_AUPRO': 0.6276564598083496, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3978258967399597, 'val_precision_efficiency_ratio': 0.6338274553271275}",,COMPLETE
+16,0.6333906650543213,2026-07-19 11:22:13.749155,2026-07-19 11:27:27.493837,0 days 00:05:13.744682,vit_base_patch14,True,False,3,0.5625950315035348,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.8803039193153381, 'val_pixel_academic_AUPRO': 0.6333906650543213, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.39786162972450256, 'val_precision_efficiency_ratio': 0.6281457111313455}",,COMPLETE
+17,0.6315409541130066,2026-07-19 11:27:27.810795,2026-07-19 11:32:48.758438,0 days 00:05:20.947643,vit_base_patch14,True,False,3,0.5757409003872674,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.8797677755355835, 'val_pixel_academic_AUPRO': 0.6315409541130066, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3974623680114746, 'val_precision_efficiency_ratio': 0.6293532753860861}",,COMPLETE
+18,0.6285189390182495,2026-07-19 11:32:49.082346,2026-07-19 11:34:22.872436,0 days 00:01:33.790090,vit_base_patch14,True,False,1,0.12515642804017346,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.8802900314331055, 'val_pixel_academic_AUPRO': 0.6285189390182495, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.39142173528671265, 'val_precision_efficiency_ratio': 0.6227684020120632}",,COMPLETE
+19,0.6310998201370239,2026-07-19 11:34:23.176248,2026-07-19 11:37:17.055502,0 days 00:02:53.879254,vit_base_patch14,True,False,5,0.2841102254228434,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.8805546760559082, 'val_pixel_academic_AUPRO': 0.6310998201370239, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3940679132938385, 'val_precision_efficiency_ratio': 0.6244145549087287}",,COMPLETE
diff --git a/sweeps/000002/PadimSmall/best_hyperparams_zivid.json b/sweeps/000002/PadimSmall/best_hyperparams_zivid.json
new file mode 100644
index 0000000000000000000000000000000000000000..1a821d02b8ad472928af950c02898fae886814c6
--- /dev/null
+++ b/sweeps/000002/PadimSmall/best_hyperparams_zivid.json
@@ -0,0 +1,9 @@
+{
+    "backbone": "resnet18",
+    "layers": [
+        "layer1",
+        "layer2",
+        "layer3"
+    ],
+    "n_features": 100
+}
\ No newline at end of file
diff --git a/sweeps/000002/PadimSmall/optuna_best_summary.json b/sweeps/000002/PadimSmall/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..3ca354a09b421c0e59572287b6e97f71d1307981
--- /dev/null
+++ b/sweeps/000002/PadimSmall/optuna_best_summary.json
@@ -0,0 +1,15 @@
+{
+    "study_name": "box_lb_PadimSmall_zivid",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 0,
+    "best_value": 0.8408351540565491,
+    "best_params": {
+        "backbone": "resnet18",
+        "layers": [
+            "layer1",
+            "layer2",
+            "layer3"
+        ],
+        "n_features": 100
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000002/PadimSmall/optuna_trials.csv b/sweeps/000002/PadimSmall/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0469f8c60a66a219849089be19f1b92a94437d3a
--- /dev/null
+++ b/sweeps/000002/PadimSmall/optuna_trials.csv
@@ -0,0 +1,7 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_layers,params_n_features,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.8408351540565491,2026-07-18 19:36:48.670049,2026-07-18 19:37:27.524270,0 days 00:00:38.854221,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5086244940757751, 'val_pixel_academic_AUPRO': 0.8408351540565491, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4687884747982025, 'val_precision_efficiency_ratio': 0.557527206773606}","{'backbone': 'resnet18', 'layers': ['layer1', 'layer2', 'layer3'], 'n_features': 100}",COMPLETE
+1,0.8178872466087341,2026-07-18 19:37:30.750037,2026-07-18 19:40:49.794212,0 days 00:03:19.044175,resnet18,"['layer1', 'layer2', 'layer3']",200,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001316666603088, 'val_pixel_academic_AUPRO': 0.8178872466087341, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4259863495826721, 'val_precision_efficiency_ratio': 0.5208375009501255}",,COMPLETE
+2,0.7780199646949768,2026-07-18 19:40:51.798264,2026-07-18 19:41:16.498859,0 days 00:00:24.700595,resnet18,"['layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.510833740234375, 'val_pixel_academic_AUPRO': 0.7780199646949768, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.36272165179252625, 'val_precision_efficiency_ratio': 0.4662112391096949}",,COMPLETE
+3,0.8133745193481445,2026-07-18 19:41:16.860233,2026-07-18 19:42:21.756628,0 days 00:01:04.896395,resnet18,"['layer2', 'layer3']",300,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000507235527039, 'val_pixel_academic_AUPRO': 0.8133745193481445, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4372729957103729, 'val_precision_efficiency_ratio': 0.5376035089724875}",,COMPLETE
+4,0.8131935596466064,2026-07-18 19:42:22.079454,2026-07-18 19:43:11.421169,0 days 00:00:49.341715,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5034316182136536, 'val_pixel_academic_AUPRO': 0.8131935596466064, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.43463802337646484, 'val_precision_efficiency_ratio': 0.5344828647749592}",,COMPLETE
+5,0.8217394351959229,2026-07-18 19:43:11.742909,2026-07-18 19:43:50.913311,0 days 00:00:39.170402,resnet18,"['layer2', 'layer3']",200,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001217722892761, 'val_pixel_academic_AUPRO': 0.8217394351959229, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4484390318393707, 'val_precision_efficiency_ratio': 0.5457192543430167}",,COMPLETE
diff --git a/sweeps/000002/Patchcore/best_hyperparams_zivid.json b/sweeps/000002/Patchcore/best_hyperparams_zivid.json
new file mode 100644
index 0000000000000000000000000000000000000000..24f983a8e9e162bf2f1c41c88d620952e1515ddd
--- /dev/null
+++ b/sweeps/000002/Patchcore/best_hyperparams_zivid.json
@@ -0,0 +1,9 @@
+{
+    "backbone": "wide_resnet50_2",
+    "layers": [
+        "layer2",
+        "layer3"
+    ],
+    "coreset_sampling_ratio": 0.07140174944537667,
+    "num_neighbors": 9
+}
\ No newline at end of file
diff --git a/sweeps/000002/Patchcore/optuna_best_summary.json b/sweeps/000002/Patchcore/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e46fab49239e329fd954b6de6ec7bcdf94e2b89
--- /dev/null
+++ b/sweeps/000002/Patchcore/optuna_best_summary.json
@@ -0,0 +1,15 @@
+{
+    "study_name": "box_lb_Patchcore_zivid",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 2,
+    "best_value": 0.8537249565124512,
+    "best_params": {
+        "backbone": "wide_resnet50_2",
+        "layers": [
+            "layer2",
+            "layer3"
+        ],
+        "coreset_sampling_ratio": 0.07140174944537667,
+        "num_neighbors": 9
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000002/Patchcore/optuna_trials.csv b/sweeps/000002/Patchcore/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4b7d6301f317ca0153b53648d65b568339db630b
--- /dev/null
+++ b/sweeps/000002/Patchcore/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_coreset_sampling_ratio,params_layers,params_num_neighbors,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.8514218926429749,2026-07-18 15:56:59.720483,2026-07-18 16:14:33.752091,0 days 00:17:34.031608,wide_resnet50_2,0.1,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001012682914734, 'val_pixel_academic_AUPRO': 0.8514218926429749, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5093321800231934, 'val_precision_efficiency_ratio': 0.5982136287829407}","{'backbone': 'wide_resnet50_2', 'layers': ['layer2', 'layer3'], 'coreset_sampling_ratio': 0.1, 'num_neighbors': 9}",COMPLETE
+1,0.8516938090324402,2026-07-18 16:14:34.101258,2026-07-18 16:26:54.393659,0 days 00:12:20.292401,wide_resnet50_2,0.06088679541743492,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.500048816204071, 'val_pixel_academic_AUPRO': 0.8516938090324402, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5067780017852783, 'val_precision_efficiency_ratio': 0.5950237003143176}",,COMPLETE
+2,0.8537249565124512,2026-07-18 16:26:54.883330,2026-07-18 16:41:29.787262,0 days 00:14:34.903932,wide_resnet50_2,0.07140174944537667,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000241994857788, 'val_pixel_academic_AUPRO': 0.8537249565124512, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5106970071792603, 'val_precision_efficiency_ratio': 0.598198521998826}",,COMPLETE
+3,0.8509056568145752,2026-07-18 16:41:30.137400,2026-07-18 16:59:31.979673,0 days 00:18:01.842273,wide_resnet50_2,0.09116917679852865,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000379681587219, 'val_pixel_academic_AUPRO': 0.8509056568145752, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5079116821289062, 'val_precision_efficiency_ratio': 0.5969071636335209}",,COMPLETE
+4,0.8515923619270325,2026-07-18 16:59:32.343372,2026-07-18 17:19:11.039256,0 days 00:19:38.695884,wide_resnet50_2,0.10006184139856979,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000901222229004, 'val_pixel_academic_AUPRO': 0.8515923619270325, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5103322267532349, 'val_precision_efficiency_ratio': 0.5992682057392172}",,COMPLETE
+5,0.8529399633407593,2026-07-18 17:19:11.470871,2026-07-18 17:29:25.213536,0 days 00:10:13.742665,wide_resnet50_2,0.050285589134285956,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000061392784119, 'val_pixel_academic_AUPRO': 0.8529399633407593, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5105617642402649, 'val_precision_efficiency_ratio': 0.5985905059958946}",,COMPLETE
+6,0.8503468632698059,2026-07-18 17:29:25.565024,2026-07-18 17:45:17.106403,0 days 00:15:51.541379,wide_resnet50_2,0.08025036828941398,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000678300857544, 'val_pixel_academic_AUPRO': 0.8503468632698059, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5057861804962158, 'val_precision_efficiency_ratio': 0.5947998426798868}",,COMPLETE
+7,0.851469099521637,2026-07-18 17:45:17.432055,2026-07-18 18:02:41.278854,0 days 00:17:23.846799,wide_resnet50_2,0.08836607343892852,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000441670417786, 'val_pixel_academic_AUPRO': 0.851469099521637, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5088688135147095, 'val_precision_efficiency_ratio': 0.5976362663079571}",,COMPLETE
+8,0.8508237600326538,2026-07-18 18:02:41.645507,2026-07-18 18:16:12.382576,0 days 00:13:30.737069,wide_resnet50_2,0.08082677075471746,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000690817832947, 'val_pixel_academic_AUPRO': 0.8508237600326538, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5090576410293579, 'val_precision_efficiency_ratio': 0.5983115010913903}",,COMPLETE
+9,0.849500834941864,2026-07-18 18:16:12.726697,2026-07-18 18:33:32.782334,0 days 00:17:20.055637,wide_resnet50_2,0.11704624499165238,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000926852226257, 'val_pixel_academic_AUPRO': 0.849500834941864, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5076408386230469, 'val_precision_efficiency_ratio': 0.5975754440050521}",,COMPLETE
+10,0.8496398329734802,2026-07-18 18:33:33.112475,2026-07-18 18:46:09.111063,0 days 00:12:35.998588,wide_resnet50_2,0.14569897197960496,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002145171165466, 'val_pixel_academic_AUPRO': 0.8496398329734802, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5068288445472717, 'val_precision_efficiency_ratio': 0.5965219907046088}",,COMPLETE
+11,0.8507590293884277,2026-07-18 18:46:09.502458,2026-07-18 18:50:46.498294,0 days 00:04:36.995836,wide_resnet50_2,0.05048336014348216,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.500012218952179, 'val_pixel_academic_AUPRO': 0.8507590293884277, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5047435760498047, 'val_precision_efficiency_ratio': 0.5932861816496289}",,COMPLETE
+12,0.8535996675491333,2026-07-18 18:50:46.784981,2026-07-18 18:56:27.481616,0 days 00:05:40.696635,wide_resnet50_2,0.06337281354823242,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000135898590088, 'val_pixel_academic_AUPRO': 0.8535996675491333, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5144168138504028, 'val_precision_efficiency_ratio': 0.6026441122305064}",,COMPLETE
+13,0.8517598509788513,2026-07-18 18:56:27.796266,2026-07-18 19:02:23.703964,0 days 00:05:55.907698,wide_resnet50_2,0.06622760805506912,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000685453414917, 'val_pixel_academic_AUPRO': 0.8517598509788513, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5120426416397095, 'val_precision_efficiency_ratio': 0.6011584615678524}",,COMPLETE
+14,0.852554202079773,2026-07-18 19:02:24.058408,2026-07-18 19:08:17.018955,0 days 00:05:52.960547,wide_resnet50_2,0.06581141143718998,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000627636909485, 'val_pixel_academic_AUPRO': 0.852554202079773, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5095183253288269, 'val_precision_efficiency_ratio': 0.5976374570506798}",,COMPLETE
+15,0.8525375127792358,2026-07-18 19:08:17.333924,2026-07-18 19:13:42.615424,0 days 00:05:25.281500,wide_resnet50_2,0.060324074247677745,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.500053346157074, 'val_pixel_academic_AUPRO': 0.8525375127792358, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5099338293075562, 'val_precision_efficiency_ratio': 0.598136529670341}",,COMPLETE
+16,0.8531474471092224,2026-07-18 19:13:42.928266,2026-07-18 19:20:14.243521,0 days 00:06:31.315255,wide_resnet50_2,0.07364208453464281,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000287294387817, 'val_pixel_academic_AUPRO': 0.8531474471092224, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.51045161485672, 'val_precision_efficiency_ratio': 0.598315820537608}",,COMPLETE
+17,0.8509679436683655,2026-07-18 19:20:14.559213,2026-07-18 19:25:35.859159,0 days 00:05:21.299946,wide_resnet50_2,0.05937795475679571,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000227689743042, 'val_pixel_academic_AUPRO': 0.8509679436683655, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5091539025306702, 'val_precision_efficiency_ratio': 0.5983232462738864}",,COMPLETE
+18,0.8511664867401123,2026-07-18 19:25:36.186970,2026-07-18 19:31:52.409086,0 days 00:06:16.222116,wide_resnet50_2,0.07036652392098047,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000737905502319, 'val_pixel_academic_AUPRO': 0.8511664867401123, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5118030309677124, 'val_precision_efficiency_ratio': 0.6012960319054266}",,COMPLETE
+19,0.8532746434211731,2026-07-18 19:31:52.764884,2026-07-18 19:36:46.618507,0 days 00:04:53.853623,wide_resnet50_2,0.054380229048952726,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000074505805969, 'val_pixel_academic_AUPRO': 0.8532746434211731, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5084803700447083, 'val_precision_efficiency_ratio': 0.5959164191332055}",,COMPLETE
diff --git a/sweeps/000002/ReverseDistillation/best_hyperparams_zivid.json b/sweeps/000002/ReverseDistillation/best_hyperparams_zivid.json
new file mode 100644
index 0000000000000000000000000000000000000000..ef96e686bee6eb32fed95c2cbe4b2fc4c9aa561f
--- /dev/null
+++ b/sweeps/000002/ReverseDistillation/best_hyperparams_zivid.json
@@ -0,0 +1,5 @@
+{
+    "backbone": "wide_resnet50_2",
+    "lr": 0.0009621842876804677,
+    "anomaly_map_mode": "multiply"
+}
\ No newline at end of file
diff --git a/sweeps/000002/ReverseDistillation/optuna_best_summary.json b/sweeps/000002/ReverseDistillation/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..8720f058290b284bff867dfc7db292d7545bca7b
--- /dev/null
+++ b/sweeps/000002/ReverseDistillation/optuna_best_summary.json
@@ -0,0 +1,11 @@
+{
+    "study_name": "box_lb_ReverseDistillation_zivid",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 12,
+    "best_value": 0.9023207664489746,
+    "best_params": {
+        "backbone": "wide_resnet50_2",
+        "lr": 0.0009621842876804677,
+        "anomaly_map_mode": "multiply"
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000002/ReverseDistillation/optuna_trials.csv b/sweeps/000002/ReverseDistillation/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2f399b36516bb172850b44dd9f36ce8c00192c97
--- /dev/null
+++ b/sweeps/000002/ReverseDistillation/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_anomaly_map_mode,params_backbone,params_lr,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.89794842004776,2026-07-18 19:43:56.014985,2026-07-18 20:02:19.580575,0 days 00:18:23.565590,add,wide_resnet50_2,0.005,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.9127925038337708, 'val_pixel_academic_AUPRO': 0.9118590354919434, 'val_pixel_academic_AUPRO_smoothed': 0.89794842004776, 'val_pixel_industrial_AUPRO': 0.5794057250022888, 'val_precision_efficiency_ratio': 0.6467621456837336}","{'backbone': 'wide_resnet50_2', 'lr': 0.005, 'anomaly_map_mode': 'add'}",COMPLETE
+1,0.8973884224891663,2026-07-18 20:02:19.894266,2026-07-18 20:20:41.865645,0 days 00:18:21.971379,add,wide_resnet50_2,0.0003771983571144148,"{'val_image_AUROC': 0.9750000238418579, 'val_pixel_AUROC': 0.9106487035751343, 'val_pixel_academic_AUPRO': 0.8999583721160889, 'val_pixel_academic_AUPRO_smoothed': 0.8973884224891663, 'val_pixel_industrial_AUPRO': 0.5854156017303467, 'val_precision_efficiency_ratio': 0.6515707125132912}",,COMPLETE
+2,0.8922731161117554,2026-07-18 20:20:42.152546,2026-07-18 20:39:07.016111,0 days 00:18:24.863565,add,wide_resnet50_2,0.00019644450907096325,"{'val_image_AUROC': 0.9666666984558105, 'val_pixel_AUROC': 0.849739134311676, 'val_pixel_academic_AUPRO': 0.8982344269752502, 'val_pixel_academic_AUPRO_smoothed': 0.8922731161117554, 'val_pixel_industrial_AUPRO': 0.4209596514701843, 'val_precision_efficiency_ratio': 0.615647086923321}",,COMPLETE
+3,0.892833662033081,2026-07-18 20:39:07.614329,2026-07-18 20:57:34.799599,0 days 00:18:27.185270,add,wide_resnet50_2,0.0001803943454493282,"{'val_image_AUROC': 0.8125, 'val_pixel_AUROC': 0.9083116054534912, 'val_pixel_academic_AUPRO': 0.8946034908294678, 'val_pixel_academic_AUPRO_smoothed': 0.892833662033081, 'val_pixel_industrial_AUPRO': 0.5711526870727539, 'val_precision_efficiency_ratio': 0.6396004106054428}",,COMPLETE
+4,,2026-07-18 20:57:35.371999,,,add,wide_resnet50_2,0.0001355666003280362,,,RUNNING
+5,0.8973344326019287,2026-07-20 21:43:44.251892,2026-07-20 22:02:46.929304,0 days 00:19:02.677412,add,wide_resnet50_2,0.00048175285067992543,"{'val_image_AUROC': 0.9624999761581421, 'val_pixel_AUROC': 0.8686397671699524, 'val_pixel_academic_AUPRO': 0.9029602408409119, 'val_pixel_academic_AUPRO_smoothed': 0.8973344326019287, 'val_pixel_industrial_AUPRO': 0.5810792446136475, 'val_precision_efficiency_ratio': 0.646342851653291}",,COMPLETE
+6,0.9001697301864624,2026-07-20 22:02:47.382407,2026-07-20 22:21:56.189997,0 days 00:19:08.807590,multiply,wide_resnet50_2,0.000949760581378505,"{'val_image_AUROC': 0.9791666269302368, 'val_pixel_AUROC': 0.9102281928062439, 'val_pixel_academic_AUPRO': 0.9032856822013855, 'val_pixel_academic_AUPRO_smoothed': 0.9001697301864624, 'val_pixel_industrial_AUPRO': 0.5871047377586365, 'val_precision_efficiency_ratio': 0.652790957881921}",,COMPLETE
+7,0.8984165668487549,2026-07-20 22:21:56.531997,2026-07-20 22:41:03.928238,0 days 00:19:07.396241,add,wide_resnet50_2,0.0005777144866413461,"{'val_image_AUROC': 0.768750011920929, 'val_pixel_AUROC': 0.9037244915962219, 'val_pixel_academic_AUPRO': 0.8998212814331055, 'val_pixel_academic_AUPRO_smoothed': 0.8984165668487549, 'val_pixel_industrial_AUPRO': 0.5160243511199951, 'val_precision_efficiency_ratio': 0.5850731485719642}",,COMPLETE
+8,0.8988043785095214,2026-07-20 22:41:04.281363,2026-07-20 23:00:13.017317,0 days 00:19:08.735954,multiply,wide_resnet50_2,0.00035763641325414823,"{'val_image_AUROC': 0.9791666865348816, 'val_pixel_AUROC': 0.9083306193351746, 'val_pixel_academic_AUPRO': 0.9017210602760315, 'val_pixel_academic_AUPRO_smoothed': 0.8988043785095214, 'val_pixel_industrial_AUPRO': 0.578961968421936, 'val_precision_efficiency_ratio': 0.6454165509118446}",,COMPLETE
+9,0.9003884792327881,2026-07-20 23:00:13.381417,2026-07-20 23:19:21.181281,0 days 00:19:07.799864,multiply,wide_resnet50_2,0.0007343916284199975,"{'val_image_AUROC': 0.887499988079071, 'val_pixel_AUROC': 0.9102372527122498, 'val_pixel_academic_AUPRO': 0.9069452285766602, 'val_pixel_academic_AUPRO_smoothed': 0.9003884792327881, 'val_pixel_industrial_AUPRO': 0.5990385413169861, 'val_precision_efficiency_ratio': 0.6661951689145834}",,COMPLETE
+10,0.8964987874031067,2026-07-20 23:19:21.547990,2026-07-20 23:38:24.407455,0 days 00:19:02.859465,multiply,wide_resnet50_2,0.0005453316454750536,"{'val_image_AUROC': 0.9750000238418579, 'val_pixel_AUROC': 0.9105261564254761, 'val_pixel_academic_AUPRO': 0.8995348811149597, 'val_pixel_academic_AUPRO_smoothed': 0.8964987874031067, 'val_pixel_industrial_AUPRO': 0.587249755859375, 'val_precision_efficiency_ratio': 0.6537273659276847}",,COMPLETE
+11,0.8963956117630005,2026-07-20 23:38:24.763287,2026-07-20 23:57:46.486911,0 days 00:19:21.723624,multiply,wide_resnet50_2,0.00010946885421271868,"{'val_image_AUROC': 0.9874999523162842, 'val_pixel_AUROC': 0.907027006149292, 'val_pixel_academic_AUPRO': 0.8997320532798767, 'val_pixel_academic_AUPRO_smoothed': 0.8963956117630005, 'val_pixel_industrial_AUPRO': 0.5792691707611084, 'val_precision_efficiency_ratio': 0.6468068147852944}",,COMPLETE
+12,0.9023207664489746,2026-07-20 23:57:46.929391,2026-07-21 00:17:02.454990,0 days 00:19:15.525599,multiply,wide_resnet50_2,0.0009621842876804677,"{'val_image_AUROC': 0.9083333015441895, 'val_pixel_AUROC': 0.9090999960899353, 'val_pixel_academic_AUPRO': 0.9058262705802917, 'val_pixel_academic_AUPRO_smoothed': 0.9023207664489746, 'val_pixel_industrial_AUPRO': 0.5859898328781128, 'val_precision_efficiency_ratio': 0.6524932321752962}",,COMPLETE
+13,0.900918471813202,2026-07-21 00:17:02.939469,2026-07-21 00:36:04.561059,0 days 00:19:01.621590,multiply,wide_resnet50_2,0.0008817209982476812,"{'val_image_AUROC': 0.9833333492279053, 'val_pixel_AUROC': 0.9096051454544067, 'val_pixel_academic_AUPRO': 0.9029036164283752, 'val_pixel_academic_AUPRO_smoothed': 0.900918471813202, 'val_pixel_industrial_AUPRO': 0.5943167209625244, 'val_precision_efficiency_ratio': 0.6597402731453278}",,COMPLETE
+14,0.9005261898040772,2026-07-21 00:36:04.951951,2026-07-21 00:55:01.086454,0 days 00:18:56.134503,multiply,wide_resnet50_2,0.0009915434697525727,"{'val_image_AUROC': 0.8083333373069763, 'val_pixel_AUROC': 0.9090651869773865, 'val_pixel_academic_AUPRO': 0.9033244252204895, 'val_pixel_academic_AUPRO_smoothed': 0.9005261898040772, 'val_pixel_industrial_AUPRO': 0.5758960247039795, 'val_precision_efficiency_ratio': 0.6420500132703674}",,COMPLETE
+15,0.899813973903656,2026-07-21 00:55:01.498781,2026-07-21 01:14:05.058504,0 days 00:19:03.559723,multiply,wide_resnet50_2,0.0009756180654156889,"{'val_image_AUROC': 0.8791666626930237, 'val_pixel_AUROC': 0.9071800708770752, 'val_pixel_academic_AUPRO': 0.9033753275871277, 'val_pixel_academic_AUPRO_smoothed': 0.899813973903656, 'val_pixel_industrial_AUPRO': 0.5755490660667419, 'val_precision_efficiency_ratio': 0.6434531526709663}",,COMPLETE
+16,0.9005256533622742,2026-07-21 01:14:05.391161,2026-07-21 01:33:04.650800,0 days 00:18:59.259639,multiply,wide_resnet50_2,0.0007421499792346219,"{'val_image_AUROC': 0.887499988079071, 'val_pixel_AUROC': 0.9102774858474731, 'val_pixel_academic_AUPRO': 0.9025189876556396, 'val_pixel_academic_AUPRO_smoothed': 0.9005256533622742, 'val_pixel_industrial_AUPRO': 0.5852086544036865, 'val_precision_efficiency_ratio': 0.6513285828796458}",,COMPLETE
+17,0.9009910464286804,2026-07-21 01:33:04.995605,2026-07-21 01:52:03.729143,0 days 00:18:58.733538,multiply,wide_resnet50_2,0.0007499581925945816,"{'val_image_AUROC': 0.9833333492279053, 'val_pixel_AUROC': 0.9104709625244141, 'val_pixel_academic_AUPRO': 0.9035795331001282, 'val_pixel_academic_AUPRO_smoothed': 0.9009910464286804, 'val_pixel_industrial_AUPRO': 0.6044692397117615, 'val_precision_efficiency_ratio': 0.6689587084195974}",,COMPLETE
+18,0.898443853855133,2026-07-21 01:52:05.060240,2026-07-21 02:11:05.933232,0 days 00:19:00.872992,multiply,wide_resnet50_2,0.0006888538973538252,"{'val_image_AUROC': 0.9333333373069763, 'val_pixel_AUROC': 0.9085685014724731, 'val_pixel_academic_AUPRO': 0.9025992751121521, 'val_pixel_academic_AUPRO_smoothed': 0.898443853855133, 'val_pixel_industrial_AUPRO': 0.588887631893158, 'val_precision_efficiency_ratio': 0.6556691161167836}",,COMPLETE
+19,0.8948254704475402,2026-07-21 02:11:06.391372,2026-07-21 02:30:08.654829,0 days 00:19:02.263457,multiply,wide_resnet50_2,0.0003970927084920771,"{'val_image_AUROC': 0.9791666865348816, 'val_pixel_AUROC': 0.9068634510040283, 'val_pixel_academic_AUPRO': 0.8962728977203369, 'val_pixel_academic_AUPRO_smoothed': 0.8948254704475402, 'val_pixel_industrial_AUPRO': 0.5521835088729858, 'val_precision_efficiency_ratio': 0.6193209565435212}",,COMPLETE
diff --git a/sweeps/000002/STFPM/best_hyperparams_zivid.json b/sweeps/000002/STFPM/best_hyperparams_zivid.json
new file mode 100644
index 0000000000000000000000000000000000000000..20fcb326688bae8791eadb9f441e31a8ffb68233
--- /dev/null
+++ b/sweeps/000002/STFPM/best_hyperparams_zivid.json
@@ -0,0 +1,10 @@
+{
+    "backbone": "resnet18",
+    "layers": [
+        "layer1",
+        "layer2",
+        "layer3"
+    ],
+    "lr": 0.14397238172019897,
+    "weight_decay": 0.0005050169845622628
+}
\ No newline at end of file
diff --git a/sweeps/000002/STFPM/optuna_best_summary.json b/sweeps/000002/STFPM/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..141798a821b5e0aa07594cd5128f13624c585cad
--- /dev/null
+++ b/sweeps/000002/STFPM/optuna_best_summary.json
@@ -0,0 +1,16 @@
+{
+    "study_name": "box_lb_STFPM_zivid",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 21,
+    "best_value": 0.916865873336792,
+    "best_params": {
+        "backbone": "resnet18",
+        "layers": [
+            "layer1",
+            "layer2",
+            "layer3"
+        ],
+        "lr": 0.14397238172019897,
+        "weight_decay": 0.0005050169845622628
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000002/STFPM/optuna_trials.csv b/sweeps/000002/STFPM/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d5a5d1d750f8f2de09c7412694e747c33a2fcfef
--- /dev/null
+++ b/sweeps/000002/STFPM/optuna_trials.csv
@@ -0,0 +1,29 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_layers,params_lr,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.9087915897369385,2026-07-19 23:11:05.605144,2026-07-19 23:21:11.510548,0 days 00:10:05.905404,resnet18,"['layer1', 'layer2', 'layer3']",0.4,0.001,"{'val_image_AUROC': 0.9666666984558105, 'val_pixel_AUROC': 0.8836684226989746, 'val_pixel_academic_AUPRO': 0.9180446863174438, 'val_pixel_academic_AUPRO_smoothed': 0.9087915897369385, 'val_pixel_industrial_AUPRO': 0.6184795498847961, 'val_precision_efficiency_ratio': 0.6840523189322619}","{'backbone': 'resnet18', 'layers': ['layer1', 'layer2', 'layer3'], 'lr': 0.4, 'weight_decay': 0.001}",COMPLETE
+1,0.9130649924278259,2026-07-19 23:21:11.900821,2026-07-19 23:32:00.039704,0 days 00:10:48.138883,resnet18,"['layer1', 'layer2', 'layer3']",0.08436335950333139,0.0010418359414993336,"{'val_image_AUROC': 0.9625000357627869, 'val_pixel_AUROC': 0.9033384323120117, 'val_pixel_academic_AUPRO': 0.9186227917671204, 'val_pixel_academic_AUPRO_smoothed': 0.9130649924278259, 'val_pixel_industrial_AUPRO': 0.6234110593795776, 'val_precision_efficiency_ratio': 0.6852745828311267}",,COMPLETE
+2,0.9038828849792481,2026-07-19 23:32:00.427351,2026-07-19 23:42:47.668523,0 days 00:10:47.241172,resnet18,"['layer1', 'layer2', 'layer3']",0.11967725132607791,0.003633603416860827,"{'val_image_AUROC': 0.9916666746139526, 'val_pixel_AUROC': 0.918246865272522, 'val_pixel_academic_AUPRO': 0.9103199243545532, 'val_pixel_academic_AUPRO_smoothed': 0.9038828849792481, 'val_pixel_industrial_AUPRO': 0.6283917427062988, 'val_precision_efficiency_ratio': 0.6894552299556558}",,COMPLETE
+3,0.8716026425361634,2026-07-19 23:42:48.053664,2026-07-19 23:53:24.024069,0 days 00:10:35.970405,resnet18,"['layer2', 'layer3']",0.3712826778842875,0.0016398471606336876,"{'val_image_AUROC': 0.9166666865348816, 'val_pixel_AUROC': 0.9113051891326904, 'val_pixel_academic_AUPRO': 0.8919711709022522, 'val_pixel_academic_AUPRO_smoothed': 0.8716026425361634, 'val_pixel_industrial_AUPRO': 0.5327950119972229, 'val_precision_efficiency_ratio': 0.6183750315540985}",,COMPLETE
+4,0.8982725143432617,2026-07-19 23:53:24.505079,2026-07-20 00:03:53.096993,0 days 00:10:28.591914,resnet18,"['layer2', 'layer3']",0.14674058363920622,0.001759699718953462,"{'val_image_AUROC': 0.8875000476837158, 'val_pixel_AUROC': 0.8873986601829529, 'val_pixel_academic_AUPRO': 0.9070531129837036, 'val_pixel_academic_AUPRO_smoothed': 0.8982725143432617, 'val_pixel_industrial_AUPRO': 0.4856981337070465, 'val_precision_efficiency_ratio': 0.5647395468437556}",,COMPLETE
+5,0.9092893242835999,2026-07-20 00:03:53.488286,2026-07-20 00:14:44.661980,0 days 00:10:51.173694,resnet18,"['layer1', 'layer2', 'layer3']",0.08405465639072392,0.002108284652750215,"{'val_image_AUROC': 0.9708333015441895, 'val_pixel_AUROC': 0.9018588066101074, 'val_pixel_academic_AUPRO': 0.915889322757721, 'val_pixel_academic_AUPRO_smoothed': 0.9092893242835999, 'val_pixel_industrial_AUPRO': 0.6620883345603943, 'val_precision_efficiency_ratio': 0.721065975530363}",,COMPLETE
+6,0.8440009713172912,2026-07-20 00:14:45.023185,2026-07-20 00:25:28.630081,0 days 00:10:43.606896,resnet18,"['layer1', 'layer2', 'layer3']",0.5105337681968991,0.0038477310508507963,"{'val_image_AUROC': 0.887499988079071, 'val_pixel_AUROC': 0.870702862739563, 'val_pixel_academic_AUPRO': 0.871993362903595, 'val_pixel_academic_AUPRO_smoothed': 0.8440009713172912, 'val_pixel_industrial_AUPRO': 0.4257831573486328, 'val_precision_efficiency_ratio': 0.522614185885577}",,COMPLETE
+7,,2026-07-20 00:25:29.023682,,,resnet18,"['layer1', 'layer2', 'layer3']",0.17972217287501407,0.0038767768623028426,,,RUNNING
+8,0.8843751907348633,2026-07-21 02:30:09.641019,2026-07-21 02:39:43.051248,0 days 00:09:33.410229,resnet18,"['layer1', 'layer2', 'layer3']",0.5774377495931099,0.001371088901313605,"{'val_image_AUROC': 0.949999988079071, 'val_pixel_AUROC': 0.897118330001831, 'val_pixel_academic_AUPRO': 0.9137346148490906, 'val_pixel_academic_AUPRO_smoothed': 0.8843751907348633, 'val_pixel_industrial_AUPRO': 0.5465330481529236, 'val_precision_efficiency_ratio': 0.6237422084968853}",,COMPLETE
+9,0.9085474133491516,2026-07-21 02:39:43.437864,2026-07-21 02:49:18.542448,0 days 00:09:35.104584,resnet18,"['layer1', 'layer2', 'layer3']",0.10394059070195075,0.0006136706919009032,"{'val_image_AUROC': 0.949999988079071, 'val_pixel_AUROC': 0.8876354098320007, 'val_pixel_academic_AUPRO': 0.9159173965454102, 'val_pixel_academic_AUPRO_smoothed': 0.9085474133491516, 'val_pixel_industrial_AUPRO': 0.6122075915336609, 'val_precision_efficiency_ratio': 0.6785865532669692}",,COMPLETE
+10,0.8489974737167358,2026-07-21 02:49:18.936762,2026-07-21 02:58:40.017472,0 days 00:09:21.080710,resnet18,"['layer2', 'layer3']",0.4136794726914977,0.00239666497358462,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9032379984855652, 'val_pixel_academic_AUPRO': 0.8821000456809998, 'val_pixel_academic_AUPRO_smoothed': 0.8489974737167358, 'val_pixel_industrial_AUPRO': 0.5086138248443604, 'val_precision_efficiency_ratio': 0.5901680796121228}",,COMPLETE
+11,0.8807905435562133,2026-07-21 02:58:40.392334,2026-07-21 03:08:01.564631,0 days 00:09:21.172297,resnet18,"['layer2', 'layer3']",0.057345855837141795,0.0006529920345480784,"{'val_image_AUROC': 0.8958333134651184, 'val_pixel_AUROC': 0.8944022059440613, 'val_pixel_academic_AUPRO': 0.8893029689788818, 'val_pixel_academic_AUPRO_smoothed': 0.8807905435562133, 'val_pixel_industrial_AUPRO': 0.5169534087181091, 'val_precision_efficiency_ratio': 0.5835063223665182}",,COMPLETE
+12,0.903528892993927,2026-07-21 03:08:01.934844,2026-07-21 03:17:34.101189,0 days 00:09:32.166345,resnet18,"['layer1', 'layer2', 'layer3']",0.06405638749874949,0.0009807774115832477,"{'val_image_AUROC': 0.9666666984558105, 'val_pixel_AUROC': 0.8915429711341858, 'val_pixel_academic_AUPRO': 0.907957136631012, 'val_pixel_academic_AUPRO_smoothed': 0.903528892993927, 'val_pixel_industrial_AUPRO': 0.5948188900947571, 'val_precision_efficiency_ratio': 0.6603418511703206}",,COMPLETE
+13,0.9069407820701599,2026-07-21 03:17:34.484789,2026-07-21 03:27:07.719984,0 days 00:09:33.235195,resnet18,"['layer1', 'layer2', 'layer3']",0.0836338711875903,0.0024241656109866665,"{'val_image_AUROC': 0.9916666746139526, 'val_pixel_AUROC': 0.9046210050582886, 'val_pixel_academic_AUPRO': 0.9106425046920776, 'val_pixel_academic_AUPRO_smoothed': 0.9069407820701599, 'val_pixel_industrial_AUPRO': 0.5733481049537659, 'val_precision_efficiency_ratio': 0.6414103180724534}",,COMPLETE
+14,0.912305748462677,2026-07-21 03:27:08.112917,2026-07-21 03:36:42.138828,0 days 00:09:34.025911,resnet18,"['layer1', 'layer2', 'layer3']",0.19378566155931323,0.0009398858391809875,"{'val_image_AUROC': 0.9750000238418579, 'val_pixel_AUROC': 0.9057904481887817, 'val_pixel_academic_AUPRO': 0.9186649918556213, 'val_pixel_academic_AUPRO_smoothed': 0.912305748462677, 'val_pixel_industrial_AUPRO': 0.5880593061447144, 'val_precision_efficiency_ratio': 0.6517076845374823}",,COMPLETE
+15,0.9083123922348022,2026-07-21 03:36:42.513880,2026-07-21 03:46:15.208349,0 days 00:09:32.694469,resnet18,"['layer1', 'layer2', 'layer3']",0.22078236065019471,0.0009156300947643493,"{'val_image_AUROC': 0.9791666865348816, 'val_pixel_AUROC': 0.9088799953460693, 'val_pixel_academic_AUPRO': 0.9131353497505188, 'val_pixel_academic_AUPRO_smoothed': 0.9083123922348022, 'val_pixel_industrial_AUPRO': 0.6723774671554565, 'val_precision_efficiency_ratio': 0.7291381202963731}",,COMPLETE
+16,0.911513090133667,2026-07-21 03:46:15.580608,2026-07-21 03:55:49.183794,0 days 00:09:33.603186,resnet18,"['layer1', 'layer2', 'layer3']",0.2116853368823805,0.0005033831772268764,"{'val_image_AUROC': 0.9916666746139526, 'val_pixel_AUROC': 0.9169248342514038, 'val_pixel_academic_AUPRO': 0.9197878241539001, 'val_pixel_academic_AUPRO_smoothed': 0.911513090133667, 'val_pixel_industrial_AUPRO': 0.6421089172363281, 'val_precision_efficiency_ratio': 0.7004338895621579}",,COMPLETE
+17,0.9062636971473694,2026-07-21 03:55:49.563301,2026-07-21 04:05:23.251934,0 days 00:09:33.688633,resnet18,"['layer1', 'layer2', 'layer3']",0.20544671775771442,0.0011676297197702197,"{'val_image_AUROC': 0.875, 'val_pixel_AUROC': 0.8696578741073608, 'val_pixel_academic_AUPRO': 0.9110944271087646, 'val_pixel_academic_AUPRO_smoothed': 0.9062636971473694, 'val_pixel_industrial_AUPRO': 0.50234055519104, 'val_precision_efficiency_ratio': 0.5839935463190334}",,COMPLETE
+18,0.9127510786056519,2026-07-21 04:05:23.602845,2026-07-21 04:14:56.307239,0 days 00:09:32.704394,resnet18,"['layer1', 'layer2', 'layer3']",0.2764954580541638,0.0007848002030020132,"{'val_image_AUROC': 0.9666666984558105, 'val_pixel_AUROC': 0.8918645977973938, 'val_pixel_academic_AUPRO': 0.9209095239639282, 'val_pixel_academic_AUPRO_smoothed': 0.9127510786056519, 'val_pixel_industrial_AUPRO': 0.6109779477119446, 'val_precision_efficiency_ratio': 0.6766615953673493}",,COMPLETE
+19,0.9026345014572144,2026-07-21 04:14:56.644502,2026-07-21 04:24:22.508908,0 days 00:09:25.864406,resnet18,"['layer2', 'layer3']",0.28735799985348826,0.0007018127112235434,"{'val_image_AUROC': 0.987500011920929, 'val_pixel_AUROC': 0.9020804166793823, 'val_pixel_academic_AUPRO': 0.9095815420150757, 'val_pixel_academic_AUPRO_smoothed': 0.9026345014572144, 'val_pixel_industrial_AUPRO': 0.5593516230583191, 'val_precision_efficiency_ratio': 0.626998874131571}",,COMPLETE
+20,0.913310444355011,2026-07-21 04:24:22.863622,2026-07-21 04:34:02.866741,0 days 00:09:40.003119,resnet18,"['layer1', 'layer2', 'layer3']",0.14311765540760876,0.0007786666794565645,"{'val_image_AUROC': 0.9833333492279053, 'val_pixel_AUROC': 0.92985999584198, 'val_pixel_academic_AUPRO': 0.9243350625038147, 'val_pixel_academic_AUPRO_smoothed': 0.913310444355011, 'val_pixel_industrial_AUPRO': 0.6830663681030273, 'val_precision_efficiency_ratio': 0.7421319597747251}",,COMPLETE
+21,0.916865873336792,2026-07-21 04:34:03.251075,2026-07-21 04:43:45.376177,0 days 00:09:42.125102,resnet18,"['layer1', 'layer2', 'layer3']",0.14397238172019897,0.0005050169845622628,"{'val_image_AUROC': 0.9916666746139526, 'val_pixel_AUROC': 0.9115476608276367, 'val_pixel_academic_AUPRO': 0.9200552701950073, 'val_pixel_academic_AUPRO_smoothed': 0.916865873336792, 'val_pixel_industrial_AUPRO': 0.6801903247833252, 'val_precision_efficiency_ratio': 0.7372333087560903}",,COMPLETE
+22,0.9117367029190063,2026-07-21 04:43:45.725545,2026-07-21 04:53:27.783086,0 days 00:09:42.057541,resnet18,"['layer1', 'layer2', 'layer3']",0.15415793794984037,0.0005115610393189197,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9056012630462646, 'val_pixel_academic_AUPRO': 0.9154130816459656, 'val_pixel_academic_AUPRO_smoothed': 0.9117367029190063, 'val_pixel_industrial_AUPRO': 0.6391210556030273, 'val_precision_efficiency_ratio': 0.6979659817260498}",,COMPLETE
+23,0.9086447477340698,2026-07-21 04:53:28.128661,2026-07-21 05:03:09.288051,0 days 00:09:41.159390,resnet18,"['layer1', 'layer2', 'layer3']",0.1335795600293046,0.000779427444182303,"{'val_image_AUROC': 0.9916666746139526, 'val_pixel_AUROC': 0.9048340320587158, 'val_pixel_academic_AUPRO': 0.9103607535362244, 'val_pixel_academic_AUPRO_smoothed': 0.9086447477340698, 'val_pixel_industrial_AUPRO': 0.6184301972389221, 'val_precision_efficiency_ratio': 0.6789465101599823}",,COMPLETE
+24,0.9155314207077027,2026-07-21 05:03:09.647875,2026-07-21 05:12:51.187349,0 days 00:09:41.539474,resnet18,"['layer1', 'layer2', 'layer3']",0.09051358205991478,0.0012831249121528577,"{'val_image_AUROC': 0.9791666269302368, 'val_pixel_AUROC': 0.9043259620666504, 'val_pixel_academic_AUPRO': 0.9199278950691223, 'val_pixel_academic_AUPRO_smoothed': 0.9155314207077027, 'val_pixel_industrial_AUPRO': 0.6738798022270203, 'val_precision_efficiency_ratio': 0.7295866834002228}",,COMPLETE
+25,0.9075199961662292,2026-07-21 05:12:51.611176,2026-07-21 05:22:31.813371,0 days 00:09:40.202195,resnet18,"['layer1', 'layer2', 'layer3']",0.10573204128111623,0.0005808674535247908,"{'val_image_AUROC': 0.949999988079071, 'val_pixel_AUROC': 0.8994597792625427, 'val_pixel_academic_AUPRO': 0.9113098978996277, 'val_pixel_academic_AUPRO_smoothed': 0.9075199961662292, 'val_pixel_industrial_AUPRO': 0.5707775950431824, 'val_precision_efficiency_ratio': 0.6335788921607864}",,COMPLETE
+26,0.9162420749664306,2026-07-21 05:22:32.183029,2026-07-21 05:32:11.146488,0 days 00:09:38.963459,resnet18,"['layer1', 'layer2', 'layer3']",0.1656187451586847,0.0013154475570298393,"{'val_image_AUROC': 0.9750000238418579, 'val_pixel_AUROC': 0.9012188911437988, 'val_pixel_academic_AUPRO': 0.9217849969863892, 'val_pixel_academic_AUPRO_smoothed': 0.9162420749664306, 'val_pixel_industrial_AUPRO': 0.6460031270980835, 'val_precision_efficiency_ratio': 0.7037192315751111}",,COMPLETE
+27,0.8985789775848388,2026-07-21 05:32:11.506745,2026-07-21 05:41:43.502029,0 days 00:09:31.995284,resnet18,"['layer2', 'layer3']",0.1795813859868028,0.0013332819694363695,"{'val_image_AUROC': 0.7708333730697632, 'val_pixel_AUROC': 0.8582024574279785, 'val_pixel_academic_AUPRO': 0.9071035981178284, 'val_pixel_academic_AUPRO_smoothed': 0.8985789775848388, 'val_pixel_industrial_AUPRO': 0.32937079668045044, 'val_precision_efficiency_ratio': 0.5044300255869807}",,COMPLETE
diff --git a/sweeps/000003/AnomalyDINO/best_hyperparams_realsense.json b/sweeps/000003/AnomalyDINO/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..93faf630459c67a8ba1752972465ad7e0bd8d75d
--- /dev/null
+++ b/sweeps/000003/AnomalyDINO/best_hyperparams_realsense.json
@@ -0,0 +1,7 @@
+{
+    "backbone": "vit_base_patch14",
+    "num_neighbors": 3,
+    "masking": true,
+    "coreset_subsampling": true,
+    "sampling_ratio": 0.6076237825470114
+}
\ No newline at end of file
diff --git a/sweeps/000003/AnomalyDINO/optuna_best_summary.json b/sweeps/000003/AnomalyDINO/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..4d19aca700e634cd406968b5b0a6d7fb40963867
--- /dev/null
+++ b/sweeps/000003/AnomalyDINO/optuna_best_summary.json
@@ -0,0 +1,13 @@
+{
+    "study_name": "box_db_AnomalyDINO_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 19,
+    "best_value": 0.5273587107658386,
+    "best_params": {
+        "backbone": "vit_base_patch14",
+        "num_neighbors": 3,
+        "masking": true,
+        "coreset_subsampling": true,
+        "sampling_ratio": 0.6076237825470114
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000003/AnomalyDINO/optuna_trials.csv b/sweeps/000003/AnomalyDINO/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..abb1de1765cf00f1960036c1a8e8824363e1eb25
--- /dev/null
+++ b/sweeps/000003/AnomalyDINO/optuna_trials.csv
@@ -0,0 +1,22 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_coreset_subsampling,params_masking,params_num_neighbors,params_sampling_ratio,user_attrs_metrics,system_attrs_fixed_params,state
+0,,2026-07-17 10:19:56.461100,2026-07-17 10:19:56.774740,0 days 00:00:00.313640,vit_base_patch14,,False,3,,,"{'backbone': 'vit_base_patch14', 'num_neighbors': 3, 'masking': False, 'coreset_subsampling': False}",FAIL
+1,0.38801202178001404,2026-07-17 11:47:04.771093,2026-07-17 11:47:46.866421,0 days 00:00:42.095328,vit_base_patch14,True,False,3,1.0,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7427900433540344, 'val_pixel_academic_AUPRO': 0.38801202178001404, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15171563625335693, 'val_precision_efficiency_ratio': 0.3910075660990038}","{'backbone': 'vit_base_patch14', 'num_neighbors': 3, 'masking': False, 'coreset_subsampling': True, 'sampling_ratio': 1.0}",COMPLETE
+2,0.5191860198974609,2026-07-17 11:47:47.189538,2026-07-17 11:48:00.968156,0 days 00:00:13.778618,vit_base_patch14,True,True,5,0.08182736020668999,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7553289532661438, 'val_pixel_academic_AUPRO': 0.5191860198974609, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.21701227128505707, 'val_precision_efficiency_ratio': 0.41798558314015644}",,COMPLETE
+3,0.38683509826660156,2026-07-17 11:48:01.309088,2026-07-17 11:48:26.509154,0 days 00:00:25.200066,vit_base_patch14,True,False,5,0.3853915148678912,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7433375716209412, 'val_pixel_academic_AUPRO': 0.38683509826660156, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15289518237113953, 'val_precision_efficiency_ratio': 0.39524640617218815}",,COMPLETE
+4,0.5033080577850342,2026-07-17 11:48:26.849023,2026-07-17 11:48:40.837193,0 days 00:00:13.988170,vit_base_patch14,True,True,3,0.09279334291831443,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7522165775299072, 'val_pixel_academic_AUPRO': 0.5033080577850342, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.21383515000343323, 'val_precision_efficiency_ratio': 0.4248593812395578}",,COMPLETE
+5,0.5236197710037231,2026-07-17 11:48:41.178178,2026-07-17 11:48:57.280974,0 days 00:00:16.102796,vit_base_patch14,True,True,3,0.35822384158849,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7580737471580505, 'val_pixel_academic_AUPRO': 0.5236197710037231, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.21911020576953888, 'val_precision_efficiency_ratio': 0.4184528887240603}",,COMPLETE
+6,0.38282713294029236,2026-07-17 11:48:57.625117,2026-07-17 11:49:15.631716,0 days 00:00:18.006599,vit_base_patch14,True,False,3,0.1238427513777069,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7467096447944641, 'val_pixel_academic_AUPRO': 0.38282713294029236, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.14819708466529846, 'val_precision_efficiency_ratio': 0.387112281010688}",,COMPLETE
+7,0.5098894238471985,2026-07-17 11:49:16.021650,2026-07-17 11:49:30.284375,0 days 00:00:14.262725,vit_base_patch14,True,True,1,0.11288612279076833,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.754676103591919, 'val_pixel_academic_AUPRO': 0.5098894238471985, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.21444527804851532, 'val_precision_efficiency_ratio': 0.42057212410975475}",,COMPLETE
+8,0.501097559928894,2026-07-17 11:49:30.622197,2026-07-17 11:49:44.529014,0 days 00:00:13.906817,vit_base_patch14,True,True,1,0.07053122676633518,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7535364627838135, 'val_pixel_academic_AUPRO': 0.501097559928894, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.21012555062770844, 'val_precision_efficiency_ratio': 0.4193306202838532}",,COMPLETE
+9,0.38904595375061035,2026-07-17 11:49:44.863099,2026-07-17 11:50:18.323819,0 days 00:00:33.460720,vit_base_patch14,True,False,5,0.6939754934082559,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7433255910873413, 'val_pixel_academic_AUPRO': 0.38904595375061035, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15163201093673706, 'val_precision_efficiency_ratio': 0.38975347121573595}",,COMPLETE
+10,0.38840436935424805,2026-07-17 11:50:18.720270,2026-07-17 11:50:44.550621,0 days 00:00:25.830351,vit_base_patch14,True,False,1,0.41125667993848214,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7431575059890747, 'val_pixel_academic_AUPRO': 0.38840436935424805, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15385223925113678, 'val_precision_efficiency_ratio': 0.3961135646000273}",,COMPLETE
+11,0.5172604322433472,2026-07-17 11:50:44.988038,2026-07-17 11:50:59.491911,0 days 00:00:14.503873,vit_base_patch14,True,True,3,0.19364147617399488,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7569458484649658, 'val_pixel_academic_AUPRO': 0.5172604322433472, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.21328730881214142, 'val_precision_efficiency_ratio': 0.4123402748729862}",,COMPLETE
+12,0.5040242671966553,2026-07-17 11:50:59.829376,2026-07-17 11:51:13.270066,0 days 00:00:13.440690,vit_base_patch14,True,True,5,0.051141663099813786,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7535792589187622, 'val_pixel_academic_AUPRO': 0.5040242671966553, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.21992090344429016, 'val_precision_efficiency_ratio': 0.43632998995757394}",,COMPLETE
+13,0.5198531746864319,2026-07-17 11:51:13.596218,2026-07-17 11:51:28.256229,0 days 00:00:14.660011,vit_base_patch14,True,True,5,0.240404983234159,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7558651566505432, 'val_pixel_academic_AUPRO': 0.5198531746864319, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.21589502692222595, 'val_precision_efficiency_ratio': 0.4153000066844851}",,COMPLETE
+14,0.5206097364425659,2026-07-17 11:51:28.606777,2026-07-17 11:51:43.467310,0 days 00:00:14.860533,vit_base_patch14,True,True,5,0.24694366234715615,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7573785781860352, 'val_pixel_academic_AUPRO': 0.5206097364425659, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.21784813702106476, 'val_precision_efficiency_ratio': 0.4184480653582589}",,COMPLETE
+15,0.5208975672721863,2026-07-17 11:51:43.808668,2026-07-17 11:51:59.294091,0 days 00:00:15.485423,vit_base_patch14,True,True,3,0.2956969269590196,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7562360763549805, 'val_pixel_academic_AUPRO': 0.5208975672721863, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.21780888736248016, 'val_precision_efficiency_ratio': 0.41814149469557377}",,COMPLETE
+16,0.5240395665168762,2026-07-17 11:51:59.761811,2026-07-17 11:52:16.137677,0 days 00:00:16.375866,vit_base_patch14,True,True,3,0.4114760666509301,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7569602727890015, 'val_pixel_academic_AUPRO': 0.5240395665168762, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.22056706249713898, 'val_precision_efficiency_ratio': 0.42089772717578916}",,COMPLETE
+17,0.5263010263442993,2026-07-17 11:52:16.473799,2026-07-17 11:52:33.540009,0 days 00:00:17.066210,vit_base_patch14,True,True,3,0.5555080300349395,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7573785781860352, 'val_pixel_academic_AUPRO': 0.5263010263442993, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.21855458617210388, 'val_precision_efficiency_ratio': 0.41526536189790425}",,COMPLETE
+18,0.5261358618736267,2026-07-17 11:52:33.977151,2026-07-17 11:52:51.790472,0 days 00:00:17.813321,vit_base_patch14,True,True,3,0.6276993199295569,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7570332288742065, 'val_pixel_academic_AUPRO': 0.5261358618736267, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2178879827260971, 'val_precision_efficiency_ratio': 0.4141287422419267}",,COMPLETE
+19,0.5273587107658386,2026-07-17 11:52:52.126449,2026-07-17 11:53:10.350806,0 days 00:00:18.224357,vit_base_patch14,True,True,3,0.6076237825470114,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7570871114730835, 'val_pixel_academic_AUPRO': 0.5273587107658386, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.22011536359786987, 'val_precision_efficiency_ratio': 0.41739210731574883}",,COMPLETE
+20,0.5269595980644226,2026-07-17 11:53:10.693703,2026-07-17 11:53:28.352691,0 days 00:00:17.658988,vit_base_patch14,True,True,3,0.5882951514325808,"{'val_image_AUROC': 0.9999999403953552, 'val_pixel_AUROC': 0.7571450471878052, 'val_pixel_academic_AUPRO': 0.5269595980644226, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.22026962041854858, 'val_precision_efficiency_ratio': 0.41800096483226}",,COMPLETE
diff --git a/sweeps/000003/Dinomaly/best_hyperparams_realsense.json b/sweeps/000003/Dinomaly/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..0fcb445af028569b8c905a6144cbeb5c78f73d00
--- /dev/null
+++ b/sweeps/000003/Dinomaly/best_hyperparams_realsense.json
@@ -0,0 +1,6 @@
+{
+    "encoder_name": "dinov2_vit_small_14",
+    "bottleneck_dropout": 0.39451985460618433,
+    "lr": 6.556450718989368e-05,
+    "weight_decay": 0.00011179990407651263
+}
\ No newline at end of file
diff --git a/sweeps/000003/Dinomaly/optuna_best_summary.json b/sweeps/000003/Dinomaly/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..34300f53c2cfbec7df655f3e1fe537ef919bfa74
--- /dev/null
+++ b/sweeps/000003/Dinomaly/optuna_best_summary.json
@@ -0,0 +1,12 @@
+{
+    "study_name": "box_db_Dinomaly_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 14,
+    "best_value": 0.5470614830652872,
+    "best_params": {
+        "encoder_name": "dinov2_vit_small_14",
+        "bottleneck_dropout": 0.39451985460618433,
+        "lr": 6.556450718989368e-05,
+        "weight_decay": 0.00011179990407651263
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000003/Dinomaly/optuna_trials.csv b/sweeps/000003/Dinomaly/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..62069aa7a10f5359acd37b7f7d305eeb5fdf0000
--- /dev/null
+++ b/sweeps/000003/Dinomaly/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_bottleneck_dropout,params_encoder_name,params_lr,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.19039607048034668,2026-07-18 09:16:00.903276,2026-07-18 09:19:16.691029,0 days 00:03:15.787753,0.2,dinov2_vit_small_14,0.002,0.0001,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.19039607048034668, 'val_pixel_academic_AUPRO_smoothed': 0.19039607048034668, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885145794905702}","{'encoder_name': 'dinov2_vit_small_14', 'bottleneck_dropout': 0.2, 'lr': 0.002, 'weight_decay': 0.0001}",COMPLETE
+1,0.19039606750011445,2026-07-18 09:19:17.071744,2026-07-18 09:23:09.384540,0 days 00:03:52.312796,0.2520821886822512,dinov2_vit_small_14,0.002549069967863349,0.00036600863687463454,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.19039607048034668, 'val_pixel_academic_AUPRO_smoothed': 0.19039606750011445, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885146959877088}",,COMPLETE
+2,0.19039606750011445,2026-07-18 09:23:09.793774,2026-07-18 09:26:59.705596,0 days 00:03:49.911822,0.2688196641231438,dinov2_vit_small_14,0.0004320501736838639,0.00016597067221946503,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.19039607048034668, 'val_pixel_academic_AUPRO_smoothed': 0.19039606750011445, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885146959877088}",,COMPLETE
+3,0.536021602153778,2026-07-18 09:27:00.127434,2026-07-18 09:30:56.995268,0 days 00:03:56.867834,0.28432521943072653,dinov2_vit_small_14,0.00014309825571872612,0.0004154099242522768,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.5398415327072144, 'val_pixel_academic_AUPRO_smoothed': 0.536021602153778, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885146959877088}",,COMPLETE
+4,0.19039606750011445,2026-07-18 09:30:57.385021,2026-07-18 09:34:49.422608,0 days 00:03:52.037587,0.22006498755320547,dinov2_vit_small_14,0.000919862597701924,8.680021849124405e-05,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.19039607048034668, 'val_pixel_academic_AUPRO_smoothed': 0.19039606750011445, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885145794905702}",,COMPLETE
+5,0.19039606750011445,2026-07-18 09:34:49.857623,2026-07-18 09:38:40.109561,0 days 00:03:50.251938,0.2553335374063042,dinov2_vit_small_14,0.002084508579029936,0.00018031564928928327,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.19039607048034668, 'val_pixel_academic_AUPRO_smoothed': 0.19039606750011445, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885145794905702}",,COMPLETE
+6,0.19039607048034668,2026-07-18 09:38:40.497817,2026-07-18 09:42:34.768594,0 days 00:03:54.270777,0.29835320566067336,dinov2_vit_small_14,0.0007460653681546797,5.00356503202072e-05,"{'val_image_AUROC': 0.9830509424209595, 'val_pixel_AUROC': 0.6019198298454285, 'val_pixel_academic_AUPRO': 0.19039607048034668, 'val_pixel_academic_AUPRO_smoothed': 0.19039607048034668, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885145794905702}",,COMPLETE
+7,0.5469721754391988,2026-07-18 09:42:35.159556,2026-07-18 09:46:36.308248,0 days 00:04:01.148692,0.2376098971936121,dinov2_vit_small_14,7.736226194570702e-05,0.00011234316887663538,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.585988461971283, 'val_pixel_academic_AUPRO_smoothed': 0.5469721754391988, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885145794905702}",,COMPLETE
+8,0.5143810907999674,2026-07-18 09:46:36.691861,2026-07-18 09:50:33.600708,0 days 00:03:56.908847,0.21242933076775986,dinov2_vit_small_14,0.0004490717961753799,5.977815895654705e-05,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.5143811106681824, 'val_pixel_academic_AUPRO_smoothed': 0.5143810907999674, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885146959877088}",,COMPLETE
+9,0.5303900837898254,2026-07-18 09:50:33.966719,2026-07-18 09:55:00.640390,0 days 00:04:26.673671,0.3825663338931406,dinov2_vit_small_14,0.00010254619928433775,6.148819211804557e-05,"{'val_image_AUROC': 0.334140419960022, 'val_pixel_AUROC': 0.44919654726982117, 'val_pixel_academic_AUPRO': 0.5525902509689331, 'val_pixel_academic_AUPRO_smoothed': 0.5303900837898254, 'val_pixel_industrial_AUPRO': 4.251958307577297e-05, 'val_precision_efficiency_ratio': 0.00171101155149717}",,COMPLETE
+10,0.5131476124127706,2026-07-18 09:55:01.031787,2026-07-18 09:59:06.945393,0 days 00:04:05.913606,0.33805903616408256,dinov2_vit_small_14,6.822894016555788e-05,0.00023900707392707565,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.7684493660926819, 'val_pixel_academic_AUPRO': 0.54951012134552, 'val_pixel_academic_AUPRO_smoothed': 0.5131476124127706, 'val_pixel_industrial_AUPRO': 0.06672565639019012, 'val_precision_efficiency_ratio': 0.154071163331674}",,COMPLETE
+11,0.5455525994300843,2026-07-18 09:59:07.318119,2026-07-18 10:03:37.315704,0 days 00:04:29.997585,0.30053874003057907,dinov2_vit_small_14,0.00015665588833700707,0.0004452327045103303,"{'val_image_AUROC': 0.851089596748352, 'val_pixel_AUROC': 0.40225303173065186, 'val_pixel_academic_AUPRO': 0.5590000748634338, 'val_pixel_academic_AUPRO_smoothed': 0.5455525994300843, 'val_pixel_industrial_AUPRO': 8.784821693552658e-05, 'val_precision_efficiency_ratio': 0.0052600749570528415}",,COMPLETE
+12,0.5180749595165253,2026-07-18 10:03:37.697982,2026-07-18 10:07:35.142936,0 days 00:03:57.444954,0.32629171657661094,dinov2_vit_small_14,0.0002112488597972427,0.0002725647579653578,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.5190181732177734, 'val_pixel_academic_AUPRO_smoothed': 0.5180749595165253, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885146959877088}",,COMPLETE
+13,0.54631507396698,2026-07-18 10:07:35.567683,2026-07-18 10:11:36.451044,0 days 00:04:00.883361,0.3136588066336984,dinov2_vit_small_14,6.117425713324236e-05,0.00013027412559702203,"{'val_image_AUROC': 0.952784538269043, 'val_pixel_AUROC': 0.8023234605789185, 'val_pixel_academic_AUPRO': 0.54631507396698, 'val_pixel_academic_AUPRO_smoothed': 0.54631507396698, 'val_pixel_industrial_AUPRO': 0.12909777462482452, 'val_precision_efficiency_ratio': 0.25282757225554303}",,COMPLETE
+14,0.5470614830652872,2026-07-18 10:11:36.938770,2026-07-18 10:15:42.135608,0 days 00:04:05.196838,0.39451985460618433,dinov2_vit_small_14,6.556450718989368e-05,0.00011179990407651263,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.5764985680580139, 'val_pixel_academic_AUPRO_smoothed': 0.5470614830652872, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885146959877088}",,COMPLETE
+15,0.5311616460482279,2026-07-18 10:15:42.533712,2026-07-18 10:19:46.691952,0 days 00:04:04.158240,0.39397766131521855,dinov2_vit_small_14,9.748522223746329e-05,0.00012645198536881286,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.563986599445343, 'val_pixel_academic_AUPRO_smoothed': 0.5311616460482279, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885146959877088}",,COMPLETE
+16,0.5206990122795105,2026-07-18 10:19:47.021731,2026-07-18 10:23:46.691119,0 days 00:03:59.669388,0.35854133404863786,dinov2_vit_small_14,0.00021963249596163042,8.922312049817014e-05,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.5206990242004395, 'val_pixel_academic_AUPRO_smoothed': 0.5206990122795105, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885145794905702}",,COMPLETE
+17,0.5309216380119324,2026-07-18 10:23:47.092259,2026-07-18 10:27:47.222841,0 days 00:04:00.130582,0.36778408034400734,dinov2_vit_small_14,9.420023582154667e-05,0.00011474926883355592,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.5309216380119324, 'val_pixel_academic_AUPRO_smoothed': 0.5309216380119324, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885145794905702}",,COMPLETE
+18,0.5001568794250488,2026-07-18 10:27:47.585202,2026-07-18 10:31:48.646233,0 days 00:04:01.061031,0.34922511099299264,dinov2_vit_small_14,6.068810764428468e-05,0.00016711276776009733,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.5034006834030151, 'val_pixel_academic_AUPRO_smoothed': 0.5001568794250488, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885145794905702}",,COMPLETE
+19,0.19039607048034668,2026-07-18 10:31:49.007901,2026-07-18 10:35:40.807205,0 days 00:03:51.799304,0.23709178397503541,dinov2_vit_small_14,0.0003009289760950586,7.282542924722451e-05,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.6011567115783691, 'val_pixel_academic_AUPRO': 0.19039607048034668, 'val_pixel_academic_AUPRO_smoothed': 0.19039607048034668, 'val_pixel_industrial_AUPRO': 0.02834073267877102, 'val_precision_efficiency_ratio': 0.14885146959877088}",,COMPLETE
diff --git a/sweeps/000003/EfficientAD/best_hyperparams_realsense.json b/sweeps/000003/EfficientAD/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..22bfb5e40cdc9ee309d0f5e9b641c880e6bd34f9
--- /dev/null
+++ b/sweeps/000003/EfficientAD/best_hyperparams_realsense.json
@@ -0,0 +1,5 @@
+{
+    "model_size": "medium",
+    "lr": 0.00014741900695417517,
+    "weight_decay": 3.971523775924349e-05
+}
\ No newline at end of file
diff --git a/sweeps/000003/EfficientAD/optuna_best_summary.json b/sweeps/000003/EfficientAD/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3a016d6e2c348c990fee28cfc0f8fda2f8d7349
--- /dev/null
+++ b/sweeps/000003/EfficientAD/optuna_best_summary.json
@@ -0,0 +1,11 @@
+{
+    "study_name": "box_db_EfficientAD_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 24,
+    "best_value": 0.5513856053352356,
+    "best_params": {
+        "model_size": "medium",
+        "lr": 0.00014741900695417517,
+        "weight_decay": 3.971523775924349e-05
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000003/EfficientAD/optuna_trials.csv b/sweeps/000003/EfficientAD/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c952a750ef04c2e279c3ee312827ba1a58791b1
--- /dev/null
+++ b/sweeps/000003/EfficientAD/optuna_trials.csv
@@ -0,0 +1,32 @@
+number,value,datetime_start,datetime_complete,duration,params_lr,params_model_size,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.34734871983528137,2026-07-17 10:19:58.625354,2026-07-17 10:32:43.651253,0 days 00:12:45.025899,0.0001,small,1e-05,"{'val_image_AUROC': 0.9200968146324158, 'val_pixel_AUROC': 0.6174753904342651, 'val_pixel_academic_AUPRO': 0.36817893385887146, 'val_pixel_academic_AUPRO_smoothed': 0.34734871983528137, 'val_pixel_industrial_AUPRO': 0.037862278521060944, 'val_precision_efficiency_ratio': 0.11327712515774083}","{'model_size': 'small', 'lr': 0.0001, 'weight_decay': 1e-05}",COMPLETE
+1,0.3068496823310852,2026-07-17 10:32:44.001379,2026-07-17 10:46:11.281274,0 days 00:13:27.279895,0.0003349736365770185,small,2.718074745787541e-05,"{'val_image_AUROC': 0.9225181341171265, 'val_pixel_AUROC': 0.6741971373558044, 'val_pixel_academic_AUPRO': 0.38455307483673096, 'val_pixel_academic_AUPRO_smoothed': 0.3068496823310852, 'val_pixel_industrial_AUPRO': 0.030218100175261497, 'val_precision_efficiency_ratio': 0.13097829576116263}",,COMPLETE
+2,,2026-07-17 10:46:11.634499,,,0.00031505283915919435,small,2.9355013760209165e-05,,,RUNNING
+3,0.5160471141338349,2026-07-17 11:53:28.775878,2026-07-17 12:16:35.303722,0 days 00:23:06.527844,0.00011137751891062462,medium,4.7695618638302955e-05,"{'val_image_AUROC': 0.9975786805152893, 'val_pixel_AUROC': 0.6807558536529541, 'val_pixel_academic_AUPRO': 0.5528607368469238, 'val_pixel_academic_AUPRO_smoothed': 0.5160471141338349, 'val_pixel_industrial_AUPRO': 0.07413069903850555, 'val_precision_efficiency_ratio': 0.19092220280995062}",,COMPLETE
+4,0.37454894185066223,2026-07-17 12:16:35.663290,2026-07-17 12:39:55.249934,0 days 00:23:19.586644,6.224065442274185e-05,medium,3.4209313461107376e-05,"{'val_image_AUROC': 0.9564164876937866, 'val_pixel_AUROC': 0.7042334675788879, 'val_pixel_academic_AUPRO': 0.3951394259929657, 'val_pixel_academic_AUPRO_smoothed': 0.37454894185066223, 'val_pixel_industrial_AUPRO': 0.04082578048110008, 'val_precision_efficiency_ratio': 0.13311164430382882}",,COMPLETE
+5,0.28755539655685425,2026-07-17 12:39:55.599700,2026-07-17 12:53:27.485065,0 days 00:13:31.885365,3.144548574509423e-05,small,2.5941969545567286e-05,"{'val_image_AUROC': 0.9225181341171265, 'val_pixel_AUROC': 0.5940399169921875, 'val_pixel_academic_AUPRO': 0.2981759011745453, 'val_pixel_academic_AUPRO_smoothed': 0.28755539655685425, 'val_pixel_industrial_AUPRO': 0.024867774918675423, 'val_precision_efficiency_ratio': 0.11296442061814693}",,COMPLETE
+6,0.47182636260986327,2026-07-17 12:53:27.842833,2026-07-17 13:16:15.209882,0 days 00:22:47.367049,0.000299871599858231,medium,2.6237830462107132e-05,"{'val_image_AUROC': 0.8934624195098877, 'val_pixel_AUROC': 0.6667283177375793, 'val_pixel_academic_AUPRO': 0.5079843401908875, 'val_pixel_academic_AUPRO_smoothed': 0.47182636260986327, 'val_pixel_industrial_AUPRO': 0.042942434549331665, 'val_precision_efficiency_ratio': 0.12342992742016103}",,COMPLETE
+7,,2026-07-17 13:16:15.722644,,,8.059486909934912e-05,medium,3.8845711575852574e-05,,,RUNNING
+8,,2026-07-17 22:17:03.333414,,,0.0002549832107459969,small,8.220976839218129e-06,,,RUNNING
+9,0.49577239751815794,2026-07-17 22:24:40.458758,2026-07-17 22:47:21.949130,0 days 00:22:41.490372,0.00021903232821142614,medium,2.5973955664328865e-05,"{'val_image_AUROC': 0.8208231925964355, 'val_pixel_AUROC': 0.6838054060935974, 'val_pixel_academic_AUPRO': 0.5304893851280212, 'val_pixel_academic_AUPRO_smoothed': 0.49577239751815794, 'val_pixel_industrial_AUPRO': 0.039375144988298416, 'val_precision_efficiency_ratio': 0.10568451450346715}",,COMPLETE
+10,0.36267232298851015,2026-07-17 22:47:22.400295,2026-07-17 23:10:34.778759,0 days 00:23:12.378464,0.00011245498681048118,medium,7.935858488965022e-06,"{'val_image_AUROC': 0.5593219995498657, 'val_pixel_AUROC': 0.6733776330947876, 'val_pixel_academic_AUPRO': 0.42790064215660095, 'val_pixel_academic_AUPRO_smoothed': 0.36267232298851015, 'val_pixel_industrial_AUPRO': 0.041868820786476135, 'val_precision_efficiency_ratio': 0.15915273710836145}",,COMPLETE
+11,,2026-07-17 22:49:21.926344,,,1.1198769836198729e-05,medium,1.0411038238180269e-05,,,RUNNING
+12,,2026-07-17 22:50:55.475263,,,0.00033950546838926426,medium,6.986401642734468e-06,,,RUNNING
+13,0.40226258635520934,2026-07-17 23:10:35.157716,2026-07-17 23:42:59.589823,0 days 00:32:24.432107,1.9240647012219797e-05,medium,4.4812255230803896e-05,"{'val_image_AUROC': 0.9491525292396545, 'val_pixel_AUROC': 0.6733638048171997, 'val_pixel_academic_AUPRO': 0.41567423939704895, 'val_pixel_academic_AUPRO_smoothed': 0.40226258635520934, 'val_pixel_industrial_AUPRO': 0.059516314417123795, 'val_precision_efficiency_ratio': 0.14725604531540318}",,COMPLETE
+14,0.3794902265071869,2026-07-17 23:42:59.969974,2026-07-18 00:01:21.762076,0 days 00:18:21.792102,3.671421218230376e-05,small,3.0013265873565777e-05,"{'val_image_AUROC': 0.9055689573287964, 'val_pixel_AUROC': 0.6440562009811401, 'val_pixel_academic_AUPRO': 0.3794902265071869, 'val_pixel_academic_AUPRO_smoothed': 0.3794902265071869, 'val_pixel_industrial_AUPRO': 0.03132341429591179, 'val_precision_efficiency_ratio': 0.1319961293051449}",,COMPLETE
+15,0.3769726395606995,2026-07-18 00:01:22.139348,2026-07-18 00:36:00.152693,0 days 00:34:38.013345,1.0365190346840766e-05,medium,1.3858316133862925e-05,"{'val_image_AUROC': 0.9322034120559692, 'val_pixel_AUROC': 0.7030529379844666, 'val_pixel_academic_AUPRO': 0.38801753520965576, 'val_pixel_academic_AUPRO_smoothed': 0.3769726395606995, 'val_pixel_industrial_AUPRO': 0.05452748015522957, 'val_precision_efficiency_ratio': 0.13425253273767246}",,COMPLETE
+16,0.434778618812561,2026-07-18 00:36:00.587775,2026-07-18 00:59:41.995277,0 days 00:23:41.407502,0.000172051271293415,medium,1.6490093055330822e-05,"{'val_image_AUROC': 0.980629563331604, 'val_pixel_AUROC': 0.6463852524757385, 'val_pixel_academic_AUPRO': 0.5110024213790894, 'val_pixel_academic_AUPRO_smoothed': 0.434778618812561, 'val_pixel_industrial_AUPRO': 0.03562936186790466, 'val_precision_efficiency_ratio': 0.15158890134459496}",,COMPLETE
+17,0.5272992372512817,2026-07-18 00:59:42.437048,2026-07-18 01:22:13.348767,0 days 00:22:30.911719,0.00019667702591201453,medium,4.938325598516156e-05,"{'val_image_AUROC': 0.9854722023010254, 'val_pixel_AUROC': 0.710877537727356, 'val_pixel_academic_AUPRO': 0.5527140498161316, 'val_pixel_academic_AUPRO_smoothed': 0.5272992372512817, 'val_pixel_industrial_AUPRO': 0.07001744210720062, 'val_precision_efficiency_ratio': 0.1479160257946299}",,COMPLETE
+18,0.5242877125740051,2026-07-18 01:22:13.720673,2026-07-18 01:44:53.087542,0 days 00:22:39.366869,0.00011671619074124724,medium,4.897341671819942e-05,"{'val_image_AUROC': 0.9346247315406799, 'val_pixel_AUROC': 0.7004645466804504, 'val_pixel_academic_AUPRO': 0.548679530620575, 'val_pixel_academic_AUPRO_smoothed': 0.5242877125740051, 'val_pixel_industrial_AUPRO': 0.054611582309007645, 'val_precision_efficiency_ratio': 0.1449031638595441}",,COMPLETE
+19,0.3767450153827667,2026-07-18 01:44:53.441797,2026-07-18 02:07:59.200918,0 days 00:23:05.759121,6.816950406076808e-05,medium,4.735573293575513e-05,"{'val_image_AUROC': 0.5690072774887085, 'val_pixel_AUROC': 0.7054527997970581, 'val_pixel_academic_AUPRO': 0.4154745042324066, 'val_pixel_academic_AUPRO_smoothed': 0.3767450153827667, 'val_pixel_industrial_AUPRO': 0.03333598002791405, 'val_precision_efficiency_ratio': 0.10236150443069053}",,COMPLETE
+20,0.4831415593624115,2026-07-18 02:07:59.544999,2026-07-18 02:30:48.613536,0 days 00:22:49.068537,0.0003971595174180812,medium,3.7302140679833074e-05,"{'val_image_AUROC': 0.9733655452728271, 'val_pixel_AUROC': 0.7067350149154663, 'val_pixel_academic_AUPRO': 0.5098015666007996, 'val_pixel_academic_AUPRO_smoothed': 0.4831415593624115, 'val_pixel_industrial_AUPRO': 0.05176081135869026, 'val_precision_efficiency_ratio': 0.13038271104931978}",,COMPLETE
+21,0.42019176483154297,2026-07-18 02:30:48.994325,2026-07-18 02:53:51.464587,0 days 00:23:02.470262,0.00017304895204357955,medium,5.3899662086648195e-06,"{'val_image_AUROC': 0.9685229659080505, 'val_pixel_AUROC': 0.6855759024620056, 'val_pixel_academic_AUPRO': 0.42019176483154297, 'val_pixel_academic_AUPRO_smoothed': 0.42019176483154297, 'val_pixel_industrial_AUPRO': 0.02937893383204937, 'val_precision_efficiency_ratio': 0.10323354556495976}",,COMPLETE
+22,0.32774431705474855,2026-07-18 02:53:51.832363,2026-07-18 03:17:11.749860,0 days 00:23:19.917497,5.976854240733507e-05,medium,1.887751066454341e-05,"{'val_image_AUROC': 0.881355881690979, 'val_pixel_AUROC': 0.6371507048606873, 'val_pixel_academic_AUPRO': 0.3560503125190735, 'val_pixel_academic_AUPRO_smoothed': 0.32774431705474855, 'val_pixel_industrial_AUPRO': 0.031406939029693604, 'val_precision_efficiency_ratio': 0.11007433533961875}",,COMPLETE
+23,0.4617281138896942,2026-07-18 03:17:12.160038,2026-07-18 03:30:36.301200,0 days 00:13:24.141162,0.00022074357124262864,small,3.5317078128815315e-05,"{'val_image_AUROC': 0.9007263779640198, 'val_pixel_AUROC': 0.5873618125915527, 'val_pixel_academic_AUPRO': 0.4983690083026886, 'val_pixel_academic_AUPRO_smoothed': 0.4617281138896942, 'val_pixel_industrial_AUPRO': 0.0411100909113884, 'val_precision_efficiency_ratio': 0.12857126013421158}",,COMPLETE
+24,0.5513856053352356,2026-07-18 03:30:36.705972,2026-07-18 03:53:38.818353,0 days 00:23:02.112381,0.00014741900695417517,medium,3.971523775924349e-05,"{'val_image_AUROC': 0.95157390832901, 'val_pixel_AUROC': 0.7077380418777466, 'val_pixel_academic_AUPRO': 0.5686248540878296, 'val_pixel_academic_AUPRO_smoothed': 0.5513856053352356, 'val_pixel_industrial_AUPRO': 0.06606961786746979, 'val_precision_efficiency_ratio': 0.14104578804416115}",,COMPLETE
+25,0.5224383652210236,2026-07-18 03:53:39.184370,2026-07-18 04:16:27.949966,0 days 00:22:48.765596,0.0004133207607278579,medium,2.1375692711319466e-05,"{'val_image_AUROC': 0.9176754951477051, 'val_pixel_AUROC': 0.6932321786880493, 'val_pixel_academic_AUPRO': 0.5587096214294434, 'val_pixel_academic_AUPRO_smoothed': 0.5224383652210236, 'val_pixel_industrial_AUPRO': 0.04994774982333183, 'val_precision_efficiency_ratio': 0.12547488197764123}",,COMPLETE
+26,0.4068996787071228,2026-07-18 04:16:28.313297,2026-07-18 04:39:37.179956,0 days 00:23:08.866659,0.00015049863392105917,medium,3.905493318752648e-05,"{'val_image_AUROC': 0.9903147220611572, 'val_pixel_AUROC': 0.7209392189979553, 'val_pixel_academic_AUPRO': 0.44535818696022034, 'val_pixel_academic_AUPRO_smoothed': 0.4068996787071228, 'val_pixel_industrial_AUPRO': 0.05716115981340408, 'val_precision_efficiency_ratio': 0.15266980086488013}",,COMPLETE
+27,0.4619290828704834,2026-07-18 04:39:37.527865,2026-07-18 05:03:47.905086,0 days 00:24:10.377221,8.474516059504958e-05,medium,4.791399504242516e-05,"{'val_image_AUROC': 0.9467312097549438, 'val_pixel_AUROC': 0.7634128332138062, 'val_pixel_academic_AUPRO': 0.4886811673641205, 'val_pixel_academic_AUPRO_smoothed': 0.4619290828704834, 'val_pixel_industrial_AUPRO': 0.04258643463253975, 'val_precision_efficiency_ratio': 0.12662573999077353}",,COMPLETE
+28,0.4480290114879608,2026-07-18 05:03:48.369651,2026-07-18 05:26:46.149962,0 days 00:22:57.780311,0.00024479989091780093,medium,3.912960515781708e-05,"{'val_image_AUROC': 0.9782082438468933, 'val_pixel_AUROC': 0.6985359787940979, 'val_pixel_academic_AUPRO': 0.4480290114879608, 'val_pixel_academic_AUPRO_smoothed': 0.4480290114879608, 'val_pixel_industrial_AUPRO': 0.037188898772001266, 'val_precision_efficiency_ratio': 0.1537172343687849}",,COMPLETE
+29,0.5314777255058288,2026-07-18 05:26:46.456114,2026-07-18 05:49:53.122909,0 days 00:23:06.666795,0.00013864693610088553,medium,3.266817249215023e-05,"{'val_image_AUROC': 0.9636803865432739, 'val_pixel_AUROC': 0.7140243053436279, 'val_pixel_academic_AUPRO': 0.5400457978248596, 'val_pixel_academic_AUPRO_smoothed': 0.5314777255058288, 'val_pixel_industrial_AUPRO': 0.06981807947158813, 'val_precision_efficiency_ratio': 0.1581980259837921}",,COMPLETE
+30,0.362219899892807,2026-07-18 05:49:53.485783,2026-07-18 06:12:48.311349,0 days 00:22:54.825566,0.0001636154340609093,medium,3.129506971387578e-05,"{'val_image_AUROC': 0.9757869243621826, 'val_pixel_AUROC': 0.7222537398338318, 'val_pixel_academic_AUPRO': 0.44020864367485046, 'val_pixel_academic_AUPRO_smoothed': 0.362219899892807, 'val_pixel_industrial_AUPRO': 0.036679692566394806, 'val_precision_efficiency_ratio': 0.12116631684856552}",,COMPLETE
diff --git a/sweeps/000003/PadimSmall/best_hyperparams_realsense.json b/sweeps/000003/PadimSmall/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..a27a685110796531e5760b07109c560459720522
--- /dev/null
+++ b/sweeps/000003/PadimSmall/best_hyperparams_realsense.json
@@ -0,0 +1,9 @@
+{
+    "backbone": "resnet18",
+    "layers": [
+        "layer1",
+        "layer2",
+        "layer3"
+    ],
+    "n_features": 300
+}
\ No newline at end of file
diff --git a/sweeps/000003/PadimSmall/optuna_best_summary.json b/sweeps/000003/PadimSmall/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..9289a0f2f4c6cf99f9e785c10df825e34bdf4137
--- /dev/null
+++ b/sweeps/000003/PadimSmall/optuna_best_summary.json
@@ -0,0 +1,15 @@
+{
+    "study_name": "box_db_PadimSmall_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 1,
+    "best_value": 0.5956150889396667,
+    "best_params": {
+        "backbone": "resnet18",
+        "layers": [
+            "layer1",
+            "layer2",
+            "layer3"
+        ],
+        "n_features": 300
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000003/PadimSmall/optuna_trials.csv b/sweeps/000003/PadimSmall/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d516a5251ce597601c4ed97fdf1666c0db583773
--- /dev/null
+++ b/sweeps/000003/PadimSmall/optuna_trials.csv
@@ -0,0 +1,7 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_layers,params_n_features,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.5610552430152893,2026-07-17 06:30:49.926735,2026-07-17 06:31:04.260195,0 days 00:00:14.333460,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5020552277565002, 'val_pixel_academic_AUPRO': 0.5610552430152893, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.17920584976673126, 'val_precision_efficiency_ratio': 0.3194085644822104}","{'backbone': 'resnet18', 'layers': ['layer1', 'layer2', 'layer3'], 'n_features': 100}",COMPLETE
+1,0.5956150889396667,2026-07-17 06:31:04.593142,2026-07-17 06:32:00.288576,0 days 00:00:55.695434,resnet18,"['layer1', 'layer2', 'layer3']",300,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002882480621338, 'val_pixel_academic_AUPRO': 0.5956150889396667, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.1823824942111969, 'val_precision_efficiency_ratio': 0.30620865320232254}",,COMPLETE
+2,0.5029872059822083,2026-07-17 06:32:00.627148,2026-07-17 06:32:12.183087,0 days 00:00:11.555939,resnet18,"['layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5036053657531738, 'val_pixel_academic_AUPRO': 0.5029872059822083, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.16400396823883057, 'val_precision_efficiency_ratio': 0.3260599201893651}",,COMPLETE
+3,0.5814908146858215,2026-07-17 06:32:12.549287,2026-07-17 06:32:43.926362,0 days 00:00:31.377075,resnet18,"['layer1', 'layer2', 'layer3']",200,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.500365674495697, 'val_pixel_academic_AUPRO': 0.5814908146858215, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.19675737619400024, 'val_precision_efficiency_ratio': 0.3383671267452572}",,COMPLETE
+4,0.5719692707061768,2026-07-17 06:32:44.931950,2026-07-17 06:32:59.273197,0 days 00:00:14.341247,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5023829936981201, 'val_pixel_academic_AUPRO': 0.5719692707061768, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.16998514533042908, 'val_precision_efficiency_ratio': 0.2971927934529742}",,COMPLETE
+5,0.534755289554596,2026-07-17 06:32:59.632643,2026-07-17 06:33:13.218519,0 days 00:00:13.585876,resnet18,"['layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5023068189620972, 'val_pixel_academic_AUPRO': 0.534755289554596, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.1671350747346878, 'val_precision_efficiency_ratio': 0.3125449677625379}",,COMPLETE
diff --git a/sweeps/000003/Patchcore/best_hyperparams_realsense.json b/sweeps/000003/Patchcore/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..9352633515336fdb254f71962767bb69c00dc71c
--- /dev/null
+++ b/sweeps/000003/Patchcore/best_hyperparams_realsense.json
@@ -0,0 +1,9 @@
+{
+    "backbone": "wide_resnet50_2",
+    "layers": [
+        "layer2",
+        "layer3"
+    ],
+    "coreset_sampling_ratio": 0.07569706929751245,
+    "num_neighbors": 9
+}
\ No newline at end of file
diff --git a/sweeps/000003/Patchcore/optuna_best_summary.json b/sweeps/000003/Patchcore/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..ee4dc76121a57af8e07b4a48e713227928a937ce
--- /dev/null
+++ b/sweeps/000003/Patchcore/optuna_best_summary.json
@@ -0,0 +1,15 @@
+{
+    "study_name": "box_db_Patchcore_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 1,
+    "best_value": 0.5641234517097473,
+    "best_params": {
+        "backbone": "wide_resnet50_2",
+        "layers": [
+            "layer2",
+            "layer3"
+        ],
+        "coreset_sampling_ratio": 0.07569706929751245,
+        "num_neighbors": 9
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000003/Patchcore/optuna_trials.csv b/sweeps/000003/Patchcore/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e33c466be9689098c1ce13beff26493c59369978
--- /dev/null
+++ b/sweeps/000003/Patchcore/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_coreset_sampling_ratio,params_layers,params_num_neighbors,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.5619797706604004,2026-07-17 06:17:49.134247,2026-07-17 06:18:32.698760,0 days 00:00:43.564513,wide_resnet50_2,0.1,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5004673004150391, 'val_pixel_academic_AUPRO': 0.5619797706604004, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.1540282964706421, 'val_precision_efficiency_ratio': 0.274081567544039}","{'backbone': 'wide_resnet50_2', 'layers': ['layer2', 'layer3'], 'coreset_sampling_ratio': 0.1, 'num_neighbors': 9}",COMPLETE
+1,0.5641234517097473,2026-07-17 06:18:33.037859,2026-07-17 06:19:07.401342,0 days 00:00:34.363483,wide_resnet50_2,0.07569706929751245,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002596378326416, 'val_pixel_academic_AUPRO': 0.5641234517097473, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15298376977443695, 'val_precision_efficiency_ratio': 0.27118845938911634}",,COMPLETE
+2,0.5625514388084412,2026-07-17 06:19:07.799522,2026-07-17 06:19:55.033206,0 days 00:00:47.233684,wide_resnet50_2,0.11920881286510299,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5007668733596802, 'val_pixel_academic_AUPRO': 0.5625514388084412, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15302422642707825, 'val_precision_efficiency_ratio': 0.27201819401831756}",,COMPLETE
+3,0.5639593005180359,2026-07-17 06:19:55.411107,2026-07-17 06:20:34.184397,0 days 00:00:38.773290,wide_resnet50_2,0.0912984151705874,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5011413097381592, 'val_pixel_academic_AUPRO': 0.5639593005180359, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15291759371757507, 'val_precision_efficiency_ratio': 0.2711500520996987}",,COMPLETE
+4,0.562372088432312,2026-07-17 06:20:34.522875,2026-07-17 06:21:21.233446,0 days 00:00:46.710571,wide_resnet50_2,0.11670398964751195,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5008424520492554, 'val_pixel_academic_AUPRO': 0.562372088432312, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15058140456676483, 'val_precision_efficiency_ratio': 0.2677611632300792}",,COMPLETE
+5,0.5622111558914185,2026-07-17 06:21:21.586679,2026-07-17 06:21:59.035892,0 days 00:00:37.449213,wide_resnet50_2,0.08711664740691953,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5004324316978455, 'val_pixel_academic_AUPRO': 0.5622111558914185, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15168461203575134, 'val_precision_efficiency_ratio': 0.2698000750185161}",,COMPLETE
+6,0.5628858208656311,2026-07-17 06:21:59.403310,2026-07-17 06:22:44.943386,0 days 00:00:45.540076,wide_resnet50_2,0.1140460765031952,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5012458562850952, 'val_pixel_academic_AUPRO': 0.5628858208656311, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.1523887664079666, 'val_precision_efficiency_ratio': 0.2707276693763867}",,COMPLETE
+7,0.5587566494941711,2026-07-17 06:22:45.289947,2026-07-17 06:23:17.279853,0 days 00:00:31.989906,wide_resnet50_2,0.06770890446321486,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.500826895236969, 'val_pixel_academic_AUPRO': 0.5587566494941711, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15207195281982422, 'val_precision_efficiency_ratio': 0.2721613299054092}",,COMPLETE
+8,0.5623013377189636,2026-07-17 06:23:17.627596,2026-07-17 06:24:01.496236,0 days 00:00:43.868640,wide_resnet50_2,0.10830684380882621,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5011661052703857, 'val_pixel_academic_AUPRO': 0.5623013377189636, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.1509716659784317, 'val_precision_efficiency_ratio': 0.2684888970580519}",,COMPLETE
+9,0.5602745413780212,2026-07-17 06:24:01.844125,2026-07-17 06:24:51.403084,0 days 00:00:49.558959,wide_resnet50_2,0.12559016851751573,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5012891292572021, 'val_pixel_academic_AUPRO': 0.5602745413780212, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.14941149950027466, 'val_precision_efficiency_ratio': 0.26667551078225}",,COMPLETE
+10,0.5625710487365723,2026-07-17 06:24:51.751838,2026-07-17 06:25:19.492390,0 days 00:00:27.740552,wide_resnet50_2,0.05454987846494993,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002504587173462, 'val_pixel_academic_AUPRO': 0.5625710487365723, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15229395031929016, 'val_precision_efficiency_ratio': 0.2707106074180558}",,COMPLETE
+11,0.5603864789009094,2026-07-17 06:25:19.847821,2026-07-17 06:25:55.328092,0 days 00:00:35.480271,wide_resnet50_2,0.08095729248977565,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003407597541809, 'val_pixel_academic_AUPRO': 0.5603864789009094, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15294891595840454, 'val_precision_efficiency_ratio': 0.27293470081288274}",,COMPLETE
+12,0.5620407462120056,2026-07-17 06:25:55.681671,2026-07-17 06:26:28.032434,0 days 00:00:32.350763,wide_resnet50_2,0.07020991474580528,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5008725523948669, 'val_pixel_academic_AUPRO': 0.5620407462120056, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15289707481861115, 'val_precision_efficiency_ratio': 0.2720391285669123}",,COMPLETE
+13,0.5617859959602356,2026-07-17 06:26:28.384643,2026-07-17 06:27:06.142259,0 days 00:00:37.757616,wide_resnet50_2,0.08823489443832797,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5012998580932617, 'val_pixel_academic_AUPRO': 0.5617859959602356, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15142276883125305, 'val_precision_efficiency_ratio': 0.26953816919631984}",,COMPLETE
+14,0.5618905425071716,2026-07-17 06:27:06.476495,2026-07-17 06:28:01.054016,0 days 00:00:54.577521,wide_resnet50_2,0.14445650272546323,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5019418001174927, 'val_pixel_academic_AUPRO': 0.5618905425071716, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.1513599008321762, 'val_precision_efficiency_ratio': 0.2693761317939327}",,COMPLETE
+15,0.5636389851570129,2026-07-17 06:28:01.393791,2026-07-17 06:28:34.025688,0 days 00:00:32.631897,wide_resnet50_2,0.07000195186266316,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5010599493980408, 'val_pixel_academic_AUPRO': 0.5636389851570129, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15275156497955322, 'val_precision_efficiency_ratio': 0.2710095806041543}",,COMPLETE
+16,0.5579638481140137,2026-07-17 06:28:34.374588,2026-07-17 06:29:01.549284,0 days 00:00:27.174696,wide_resnet50_2,0.05222391975272359,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001407265663147, 'val_pixel_academic_AUPRO': 0.5579638481140137, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15280339121818542, 'val_precision_efficiency_ratio': 0.2738589457626684}",,COMPLETE
+17,0.5613986253738403,2026-07-17 06:29:01.888873,2026-07-17 06:29:32.053300,0 days 00:00:30.164427,wide_resnet50_2,0.06229744918499661,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002763867378235, 'val_pixel_academic_AUPRO': 0.5613986253738403, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.1518457531929016, 'val_precision_efficiency_ratio': 0.2704776006385591}",,COMPLETE
+18,0.5613276958465576,2026-07-17 06:29:32.389508,2026-07-17 06:30:07.681389,0 days 00:00:35.291881,wide_resnet50_2,0.08036926840706368,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003452301025391, 'val_pixel_academic_AUPRO': 0.5613276958465576, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.1501600742340088, 'val_precision_efficiency_ratio': 0.26750875708626354}",,COMPLETE
+19,0.5608015060424805,2026-07-17 06:30:08.022370,2026-07-17 06:30:48.032399,0 days 00:00:40.010029,wide_resnet50_2,0.09552346371001497,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5011188387870789, 'val_pixel_academic_AUPRO': 0.5608015060424805, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.15162862837314606, 'val_precision_efficiency_ratio': 0.2703784257698842}",,COMPLETE
diff --git a/sweeps/000003/ReverseDistillation/best_hyperparams_realsense.json b/sweeps/000003/ReverseDistillation/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..31c63661fd71d5270ad49d1ffea52f7be7afb37b
--- /dev/null
+++ b/sweeps/000003/ReverseDistillation/best_hyperparams_realsense.json
@@ -0,0 +1,5 @@
+{
+    "backbone": "wide_resnet50_2",
+    "lr": 0.000982157248207711,
+    "anomaly_map_mode": "add"
+}
\ No newline at end of file
diff --git a/sweeps/000003/ReverseDistillation/optuna_best_summary.json b/sweeps/000003/ReverseDistillation/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..6e0f29451dc76b9b0af82e3813949411233fdddd
--- /dev/null
+++ b/sweeps/000003/ReverseDistillation/optuna_best_summary.json
@@ -0,0 +1,11 @@
+{
+    "study_name": "box_db_ReverseDistillation_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 14,
+    "best_value": 0.6989041566848755,
+    "best_params": {
+        "backbone": "wide_resnet50_2",
+        "lr": 0.000982157248207711,
+        "anomaly_map_mode": "add"
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000003/ReverseDistillation/optuna_trials.csv b/sweeps/000003/ReverseDistillation/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dae500ce4594b53b3cb213b48a4edf53bcd4c19c
--- /dev/null
+++ b/sweeps/000003/ReverseDistillation/optuna_trials.csv
@@ -0,0 +1,16 @@
+number,value,datetime_start,datetime_complete,duration,params_anomaly_map_mode,params_backbone,params_lr,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.69318186044693,2026-07-17 06:33:16.394564,2026-07-17 06:42:33.536445,0 days 00:09:17.141881,add,wide_resnet50_2,0.005,"{'val_image_AUROC': 0.9975786805152893, 'val_pixel_AUROC': 0.7161811590194702, 'val_pixel_academic_AUPRO': 0.7288365960121155, 'val_pixel_academic_AUPRO_smoothed': 0.69318186044693, 'val_pixel_industrial_AUPRO': 0.16527387499809265, 'val_precision_efficiency_ratio': 0.25395880512666363}","{'backbone': 'wide_resnet50_2', 'lr': 0.005, 'anomaly_map_mode': 'add'}",COMPLETE
+1,0.6899938821792603,2026-07-17 06:42:33.956715,2026-07-17 06:51:53.523090,0 days 00:09:19.566375,multiply,wide_resnet50_2,0.0006101030412609504,"{'val_image_AUROC': 0.8958837985992432, 'val_pixel_AUROC': 0.7160948514938354, 'val_pixel_academic_AUPRO': 0.6949034333229065, 'val_pixel_academic_AUPRO_smoothed': 0.6899938821792603, 'val_pixel_industrial_AUPRO': 0.23964717984199524, 'val_precision_efficiency_ratio': 0.3440000304590434}",,COMPLETE
+2,0.511618149280548,2026-07-17 06:51:53.950845,2026-07-17 07:01:10.216178,0 days 00:09:16.265333,add,wide_resnet50_2,0.00012168273623224347,"{'val_image_AUROC': 0.7675544619560242, 'val_pixel_AUROC': 0.6791020631790161, 'val_pixel_academic_AUPRO': 0.6341201066970825, 'val_pixel_academic_AUPRO_smoothed': 0.511618149280548, 'val_pixel_industrial_AUPRO': 0.12645940482616425, 'val_precision_efficiency_ratio': 0.3426522465370572}",,COMPLETE
+3,0.6917365193367004,2026-07-17 07:01:10.566778,2026-07-17 07:10:28.735829,0 days 00:09:18.169051,multiply,wide_resnet50_2,0.000787794999661969,"{'val_image_AUROC': 0.9903147220611572, 'val_pixel_AUROC': 0.7269131541252136, 'val_pixel_academic_AUPRO': 0.7167503833770752, 'val_pixel_academic_AUPRO_smoothed': 0.6917365193367004, 'val_pixel_industrial_AUPRO': 0.21899457275867462, 'val_precision_efficiency_ratio': 0.3198103039814046}",,COMPLETE
+4,0.5328395366668701,2026-07-17 07:10:29.167582,2026-07-17 07:19:48.453366,0 days 00:09:19.285784,add,wide_resnet50_2,0.00015427718588737052,"{'val_image_AUROC': 0.7578692436218262, 'val_pixel_AUROC': 0.6781417727470398, 'val_pixel_academic_AUPRO': 0.6748196482658386, 'val_pixel_academic_AUPRO_smoothed': 0.5328395366668701, 'val_pixel_industrial_AUPRO': 0.08482031524181366, 'val_precision_efficiency_ratio': 0.23195399057627508}",,COMPLETE
+5,0.5442554533481598,2026-07-17 07:19:49.448866,2026-07-17 07:29:05.370384,0 days 00:09:15.921518,multiply,wide_resnet50_2,0.00017370338472512514,"{'val_image_AUROC': 0.7167069911956787, 'val_pixel_AUROC': 0.6874635219573975, 'val_pixel_academic_AUPRO': 0.6917758584022522, 'val_pixel_academic_AUPRO_smoothed': 0.5442554533481598, 'val_pixel_industrial_AUPRO': 0.013579037971794605, 'val_precision_efficiency_ratio': 0.05292780009060654}",,COMPLETE
+6,0.60960373878479,2026-07-17 07:29:05.786581,2026-07-17 07:38:25.299246,0 days 00:09:19.512665,add,wide_resnet50_2,0.00045864401607575246,"{'val_image_AUROC': 0.7554479837417603, 'val_pixel_AUROC': 0.6915194392204285, 'val_pixel_academic_AUPRO': 0.6561525464057922, 'val_pixel_academic_AUPRO_smoothed': 0.60960373878479, 'val_pixel_industrial_AUPRO': 0.0369875393807888, 'val_precision_efficiency_ratio': 0.064136431422832}",,COMPLETE
+7,0.6852423429489136,2026-07-17 07:38:26.257453,2026-07-17 07:47:39.780962,0 days 00:09:13.523509,multiply,wide_resnet50_2,0.0004826130619096363,"{'val_image_AUROC': 0.7094430923461914, 'val_pixel_AUROC': 0.7195720672607422, 'val_pixel_academic_AUPRO': 0.7080367803573608, 'val_pixel_academic_AUPRO_smoothed': 0.6852423429489136, 'val_pixel_industrial_AUPRO': 0.22680306434631348, 'val_precision_efficiency_ratio': 0.33179390628248073}",,COMPLETE
+8,0.4878753662109375,2026-07-17 07:47:40.235789,2026-07-17 07:57:02.428164,0 days 00:09:22.192375,multiply,wide_resnet50_2,0.00010482745254832166,"{'val_image_AUROC': 0.8341404795646667, 'val_pixel_AUROC': 0.6784191131591797, 'val_pixel_academic_AUPRO': 0.6071450114250183, 'val_pixel_academic_AUPRO_smoothed': 0.4878753662109375, 'val_pixel_industrial_AUPRO': 0.13774822652339935, 'val_precision_efficiency_ratio': 0.29079900553391336}",,COMPLETE
+9,0.6283649682998658,2026-07-17 07:57:02.873644,2026-07-17 08:06:21.331971,0 days 00:09:18.458327,multiply,wide_resnet50_2,0.0003213923972068724,"{'val_image_AUROC': 0.7796609997749329, 'val_pixel_AUROC': 0.6800341606140137, 'val_pixel_academic_AUPRO': 0.6989745497703552, 'val_pixel_academic_AUPRO_smoothed': 0.6283649682998658, 'val_pixel_industrial_AUPRO': 0.11040003597736359, 'val_precision_efficiency_ratio': 0.2056821104377212}",,COMPLETE
+10,0.602059006690979,2026-07-17 08:06:21.777987,2026-07-17 08:15:38.676572,0 days 00:09:16.898585,add,wide_resnet50_2,0.0002671350451159059,"{'val_image_AUROC': 0.842615008354187, 'val_pixel_AUROC': 0.7158997654914856, 'val_pixel_academic_AUPRO': 0.6703653931617737, 'val_pixel_academic_AUPRO_smoothed': 0.602059006690979, 'val_pixel_industrial_AUPRO': 0.07837367802858353, 'val_precision_efficiency_ratio': 0.14202568629147422}",,COMPLETE
+11,0.6875269889831543,2026-07-17 08:15:39.025223,2026-07-17 08:24:57.998390,0 days 00:09:18.973167,add,wide_resnet50_2,0.0009978991390553558,"{'val_image_AUROC': 0.8498789668083191, 'val_pixel_AUROC': 0.7193024754524231, 'val_pixel_academic_AUPRO': 0.7355039119720459, 'val_pixel_academic_AUPRO_smoothed': 0.6875269889831543, 'val_pixel_industrial_AUPRO': 0.19594959914684296, 'val_precision_efficiency_ratio': 0.29745053482467776}",,COMPLETE
+12,0.6928557634353638,2026-07-17 08:24:59.373690,2026-07-17 08:34:20.937549,0 days 00:09:21.563859,add,wide_resnet50_2,0.0009928378755487527,"{'val_image_AUROC': 0.7167069911956787, 'val_pixel_AUROC': 0.7254313230514526, 'val_pixel_academic_AUPRO': 0.740165114402771, 'val_pixel_academic_AUPRO_smoothed': 0.6928557634353638, 'val_pixel_industrial_AUPRO': 0.21686002612113953, 'val_precision_efficiency_ratio': 0.3200896650392565}",,COMPLETE
+13,0.6549411058425904,2026-07-17 08:34:21.432900,2026-07-17 08:43:42.601575,0 days 00:09:21.168675,add,wide_resnet50_2,0.0002911680772903352,"{'val_image_AUROC': 0.7094430923461914, 'val_pixel_AUROC': 0.711118757724762, 'val_pixel_academic_AUPRO': 0.6683263778686523, 'val_pixel_academic_AUPRO_smoothed': 0.6549411058425904, 'val_pixel_industrial_AUPRO': 0.1583656221628189, 'val_precision_efficiency_ratio': 0.25055560689804107}",,COMPLETE
+14,0.6989041566848755,2026-07-17 08:43:42.942520,2026-07-17 08:52:59.711470,0 days 00:09:16.768950,add,wide_resnet50_2,0.000982157248207711,"{'val_image_AUROC': 0.7651331424713135, 'val_pixel_AUROC': 0.7390844225883484, 'val_pixel_academic_AUPRO': 0.7642700672149658, 'val_pixel_academic_AUPRO_smoothed': 0.6989041566848755, 'val_pixel_industrial_AUPRO': 0.16179034113883972, 'val_precision_efficiency_ratio': 0.2608802062674686}",,COMPLETE
diff --git a/sweeps/000003/STFPM/best_hyperparams_realsense.json b/sweeps/000003/STFPM/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..986d46669f57c1901afa4c0e70515b46db7cf9f1
--- /dev/null
+++ b/sweeps/000003/STFPM/best_hyperparams_realsense.json
@@ -0,0 +1,10 @@
+{
+    "backbone": "resnet18",
+    "layers": [
+        "layer1",
+        "layer2",
+        "layer3"
+    ],
+    "lr": 0.10351422444348096,
+    "weight_decay": 0.0011154487606042597
+}
\ No newline at end of file
diff --git a/sweeps/000003/STFPM/optuna_best_summary.json b/sweeps/000003/STFPM/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..43110fdf8f8c1792967fe014601f8eeb9e8aec95
--- /dev/null
+++ b/sweeps/000003/STFPM/optuna_best_summary.json
@@ -0,0 +1,16 @@
+{
+    "study_name": "box_db_STFPM_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 15,
+    "best_value": 0.7007033586502075,
+    "best_params": {
+        "backbone": "resnet18",
+        "layers": [
+            "layer1",
+            "layer2",
+            "layer3"
+        ],
+        "lr": 0.10351422444348096,
+        "weight_decay": 0.0011154487606042597
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000003/STFPM/optuna_trials.csv b/sweeps/000003/STFPM/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b66dbc25c00c35fceae0c0876eebb4d36bdc755e
--- /dev/null
+++ b/sweeps/000003/STFPM/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_layers,params_lr,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.6928353548049927,2026-07-17 08:53:04.178221,2026-07-17 08:57:20.035496,0 days 00:04:15.857275,resnet18,"['layer1', 'layer2', 'layer3']",0.4,0.001,"{'val_image_AUROC': 0.980629563331604, 'val_pixel_AUROC': 0.7480595111846924, 'val_pixel_academic_AUPRO': 0.717900276184082, 'val_pixel_academic_AUPRO_smoothed': 0.6928353548049927, 'val_pixel_industrial_AUPRO': 0.18694347143173218, 'val_precision_efficiency_ratio': 0.2965184508199519}","{'backbone': 'resnet18', 'layers': ['layer1', 'layer2', 'layer3'], 'lr': 0.4, 'weight_decay': 0.001}",COMPLETE
+1,0.5482759892940521,2026-07-17 08:57:20.362182,2026-07-17 09:01:32.930808,0 days 00:04:12.568626,resnet18,"['layer2', 'layer3']",0.268178040580081,0.003791199281767145,"{'val_image_AUROC': 0.9128328561782837, 'val_pixel_AUROC': 0.7465853691101074, 'val_pixel_academic_AUPRO': 0.6296825408935547, 'val_pixel_academic_AUPRO_smoothed': 0.5482759892940521, 'val_pixel_industrial_AUPRO': 0.21478265523910522, 'val_precision_efficiency_ratio': 0.3629300702019361}",,COMPLETE
+2,0.6807037830352783,2026-07-17 09:01:33.316188,2026-07-17 09:05:52.087572,0 days 00:04:18.771384,resnet18,"['layer1', 'layer2', 'layer3']",0.5816428179246788,0.0005125309914949976,"{'val_image_AUROC': 0.9927361011505127, 'val_pixel_AUROC': 0.7216532230377197, 'val_pixel_academic_AUPRO': 0.7162070870399475, 'val_pixel_academic_AUPRO_smoothed': 0.6807037830352783, 'val_pixel_industrial_AUPRO': 0.19747106730937958, 'val_precision_efficiency_ratio': 0.2927630282502251}",,COMPLETE
+3,0.6894481897354126,2026-07-17 09:05:52.433978,2026-07-17 09:10:12.879127,0 days 00:04:20.445149,resnet18,"['layer1', 'layer2', 'layer3']",0.06985817318636472,0.0016815594521918525,"{'val_image_AUROC': 0.9878934621810913, 'val_pixel_AUROC': 0.7297046780586243, 'val_pixel_academic_AUPRO': 0.6980531215667725, 'val_pixel_academic_AUPRO_smoothed': 0.6894481897354126, 'val_pixel_industrial_AUPRO': 0.20220108330249786, 'val_precision_efficiency_ratio': 0.294101665853323}",,COMPLETE
+4,0.5826197624206543,2026-07-17 09:10:13.208237,2026-07-17 09:14:30.928962,0 days 00:04:17.720725,resnet18,"['layer2', 'layer3']",0.3383363564660906,0.0007541030702170677,"{'val_image_AUROC': 0.9661016464233398, 'val_pixel_AUROC': 0.6425185203552246, 'val_pixel_academic_AUPRO': 0.6123464703559875, 'val_pixel_academic_AUPRO_smoothed': 0.5826197624206543, 'val_pixel_industrial_AUPRO': 0.08982747793197632, 'val_precision_efficiency_ratio': 0.32324410269950454}",,COMPLETE
+5,0.6086042165756226,2026-07-17 09:14:31.249014,2026-07-17 09:18:53.503387,0 days 00:04:22.254373,resnet18,"['layer2', 'layer3']",0.07120358342676897,0.0005116694555996634,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.7367812395095825, 'val_pixel_academic_AUPRO': 0.6294241547584534, 'val_pixel_academic_AUPRO_smoothed': 0.6086042165756226, 'val_pixel_industrial_AUPRO': 0.12524384260177612, 'val_precision_efficiency_ratio': 0.2108371192163586}",,COMPLETE
+6,0.5723272681236267,2026-07-17 09:18:53.828536,2026-07-17 09:23:17.226528,0 days 00:04:23.397992,resnet18,"['layer2', 'layer3']",0.19473131815645273,0.004043384492523648,"{'val_image_AUROC': 0.8111380338668823, 'val_pixel_AUROC': 0.7301446199417114, 'val_pixel_academic_AUPRO': 0.6160140037536621, 'val_pixel_academic_AUPRO_smoothed': 0.5723272681236267, 'val_pixel_industrial_AUPRO': 0.11839227378368378, 'val_precision_efficiency_ratio': 0.22894943833240564}",,COMPLETE
+7,0.6847793579101562,2026-07-17 09:23:17.578146,2026-07-17 09:27:37.819066,0 days 00:04:20.240920,resnet18,"['layer1', 'layer2', 'layer3']",0.18746803626044936,0.0015261911224366278,"{'val_image_AUROC': 0.9903147220611572, 'val_pixel_AUROC': 0.7420608401298523, 'val_pixel_academic_AUPRO': 0.705238401889801, 'val_pixel_academic_AUPRO_smoothed': 0.6847793579101562, 'val_pixel_industrial_AUPRO': 0.15164288878440857, 'val_precision_efficiency_ratio': 0.24610463027505844}",,COMPLETE
+8,0.6716101765632629,2026-07-17 09:27:38.156640,2026-07-17 09:31:55.619144,0 days 00:04:17.462504,resnet18,"['layer1', 'layer2', 'layer3']",0.5122589117563495,0.003610869925431886,"{'val_image_AUROC': 0.7869249582290649, 'val_pixel_AUROC': 0.7269483804702759, 'val_pixel_academic_AUPRO': 0.704289436340332, 'val_pixel_academic_AUPRO_smoothed': 0.6716101765632629, 'val_pixel_industrial_AUPRO': 0.22902943193912506, 'val_precision_efficiency_ratio': 0.3404504455254656}",,COMPLETE
+9,0.6893896579742431,2026-07-17 09:31:55.963705,2026-07-17 09:36:15.669655,0 days 00:04:19.705950,resnet18,"['layer1', 'layer2', 'layer3']",0.38671275480893297,0.0009495450204866831,"{'val_image_AUROC': 0.9443099498748779, 'val_pixel_AUROC': 0.7399110794067383, 'val_pixel_academic_AUPRO': 0.6982763409614563, 'val_pixel_academic_AUPRO_smoothed': 0.6893896579742431, 'val_pixel_industrial_AUPRO': 0.2541068196296692, 'val_precision_efficiency_ratio': 0.36547203720417304}",,COMPLETE
+10,0.6839292645454407,2026-07-17 09:36:16.011305,2026-07-17 09:40:39.193327,0 days 00:04:23.182022,resnet18,"['layer1', 'layer2', 'layer3']",0.1143431526074704,0.0022426236753221988,"{'val_image_AUROC': 0.9927361011505127, 'val_pixel_AUROC': 0.731177806854248, 'val_pixel_academic_AUPRO': 0.7024000883102417, 'val_pixel_academic_AUPRO_smoothed': 0.6839292645454407, 'val_pixel_industrial_AUPRO': 0.17473402619361877, 'val_precision_efficiency_ratio': 0.26070358073290106}",,COMPLETE
+11,0.6992968320846558,2026-07-17 09:40:39.551441,2026-07-17 09:45:00.667845,0 days 00:04:21.116404,resnet18,"['layer1', 'layer2', 'layer3']",0.06351218004357131,0.0015425593488757818,"{'val_image_AUROC': 0.9951573610305786, 'val_pixel_AUROC': 0.7605583071708679, 'val_pixel_academic_AUPRO': 0.7167106866836548, 'val_pixel_academic_AUPRO_smoothed': 0.6992968320846558, 'val_pixel_industrial_AUPRO': 0.2111523598432541, 'val_precision_efficiency_ratio': 0.3072221713444447}",,COMPLETE
+12,0.6960513591766357,2026-07-17 09:45:01.023036,2026-07-17 09:49:21.275535,0 days 00:04:20.252499,resnet18,"['layer1', 'layer2', 'layer3']",0.1071078915749789,0.0011467729349255169,"{'val_image_AUROC': 0.9443098902702332, 'val_pixel_AUROC': 0.7505397796630859, 'val_pixel_academic_AUPRO': 0.7086217403411865, 'val_pixel_academic_AUPRO_smoothed': 0.6960513591766357, 'val_pixel_industrial_AUPRO': 0.16350920498371124, 'val_precision_efficiency_ratio': 0.25899708338707017}",,COMPLETE
+13,0.6945857882499695,2026-07-17 09:49:21.604067,2026-07-17 09:53:41.185308,0 days 00:04:19.581241,resnet18,"['layer1', 'layer2', 'layer3']",0.05076179484687083,0.0015229999532900128,"{'val_image_AUROC': 0.9830509424209595, 'val_pixel_AUROC': 0.7440465092658997, 'val_pixel_academic_AUPRO': 0.699461817741394, 'val_pixel_academic_AUPRO_smoothed': 0.6945857882499695, 'val_pixel_industrial_AUPRO': 0.20486250519752502, 'val_precision_efficiency_ratio': 0.2996397720590575}",,COMPLETE
+14,0.6924717545509338,2026-07-17 09:53:41.518499,2026-07-17 09:58:05.475192,0 days 00:04:23.956693,resnet18,"['layer1', 'layer2', 'layer3']",0.11760831500365439,0.0023578076892707017,"{'val_image_AUROC': 0.970944344997406, 'val_pixel_AUROC': 0.7298374772071838, 'val_pixel_academic_AUPRO': 0.7063077688217163, 'val_pixel_academic_AUPRO_smoothed': 0.6924717545509338, 'val_pixel_industrial_AUPRO': 0.21278183162212372, 'val_precision_efficiency_ratio': 0.30890014992083425}",,COMPLETE
+15,0.7007033586502075,2026-07-17 09:58:05.828349,2026-07-17 10:02:27.207629,0 days 00:04:21.379280,resnet18,"['layer1', 'layer2', 'layer3']",0.10351422444348096,0.0011154487606042597,"{'val_image_AUROC': 0.9757869243621826, 'val_pixel_AUROC': 0.7296255826950073, 'val_pixel_academic_AUPRO': 0.7036203742027283, 'val_pixel_academic_AUPRO_smoothed': 0.7007033586502075, 'val_pixel_industrial_AUPRO': 0.18789930641651154, 'val_precision_efficiency_ratio': 0.27526425323254133}",,COMPLETE
+16,0.695262098312378,2026-07-17 10:02:27.590301,2026-07-17 10:06:48.224360,0 days 00:04:20.634059,resnet18,"['layer1', 'layer2', 'layer3']",0.08279435655384407,0.0022014155111938095,"{'val_image_AUROC': 0.8813559412956238, 'val_pixel_AUROC': 0.6672433614730835, 'val_pixel_academic_AUPRO': 0.7081103920936584, 'val_pixel_academic_AUPRO_smoothed': 0.695262098312378, 'val_pixel_industrial_AUPRO': 0.20042464137077332, 'val_precision_efficiency_ratio': 0.3593267489965234}",,COMPLETE
+17,0.691630506515503,2026-07-17 10:06:48.562251,2026-07-17 10:11:09.375293,0 days 00:04:20.813042,resnet18,"['layer1', 'layer2', 'layer3']",0.053326920848916146,0.0007453441877474216,"{'val_image_AUROC': 0.9903148412704468, 'val_pixel_AUROC': 0.7527405023574829, 'val_pixel_academic_AUPRO': 0.6993649005889893, 'val_pixel_academic_AUPRO_smoothed': 0.691630506515503, 'val_pixel_industrial_AUPRO': 0.20970764756202698, 'val_precision_efficiency_ratio': 0.3044430835995461}",,COMPLETE
+18,0.6073728680610657,2026-07-17 10:11:09.709689,2026-07-17 10:15:28.924534,0 days 00:04:19.214845,resnet18,"['layer2', 'layer3']",0.15282487317761756,0.0012455105501785163,"{'val_image_AUROC': 0.9927361011505127, 'val_pixel_AUROC': 0.7510876059532166, 'val_pixel_academic_AUPRO': 0.6272295713424683, 'val_pixel_academic_AUPRO_smoothed': 0.6073728680610657, 'val_pixel_industrial_AUPRO': 0.11530739814043045, 'val_precision_efficiency_ratio': 0.21553086198992055}",,COMPLETE
+19,0.6874939560890198,2026-07-17 10:15:29.235636,2026-07-17 10:19:54.548675,0 days 00:04:25.313039,resnet18,"['layer1', 'layer2', 'layer3']",0.09662415507260362,0.002841460578752473,"{'val_image_AUROC': 0.8014527559280396, 'val_pixel_AUROC': 0.7175518274307251, 'val_pixel_academic_AUPRO': 0.7204437851905823, 'val_pixel_academic_AUPRO_smoothed': 0.6874939560890198, 'val_pixel_industrial_AUPRO': 0.20927153527736664, 'val_precision_efficiency_ratio': 0.3122536195826324}",,COMPLETE
diff --git a/sweeps/000004/AnomalyDINO/best_hyperparams_zivid.json b/sweeps/000004/AnomalyDINO/best_hyperparams_zivid.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f8e79d516c672b33f2a7b7de3d194762265cfe4
--- /dev/null
+++ b/sweeps/000004/AnomalyDINO/best_hyperparams_zivid.json
@@ -0,0 +1,7 @@
+{
+    "backbone": "vit_base_patch14",
+    "num_neighbors": 3,
+    "masking": false,
+    "coreset_subsampling": true,
+    "sampling_ratio": 0.32386100434848847
+}
\ No newline at end of file
diff --git a/sweeps/000004/AnomalyDINO/optuna_best_summary.json b/sweeps/000004/AnomalyDINO/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..410981be343115365008a7c12b2a8debef50b43f
--- /dev/null
+++ b/sweeps/000004/AnomalyDINO/optuna_best_summary.json
@@ -0,0 +1,13 @@
+{
+    "study_name": "box_db_AnomalyDINO_zivid",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 11,
+    "best_value": 0.6445640325546265,
+    "best_params": {
+        "backbone": "vit_base_patch14",
+        "num_neighbors": 3,
+        "masking": false,
+        "coreset_subsampling": true,
+        "sampling_ratio": 0.32386100434848847
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000004/AnomalyDINO/optuna_trials.csv b/sweeps/000004/AnomalyDINO/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..647361ee63415002de5409bfcc5675a8a0eb5f17
--- /dev/null
+++ b/sweeps/000004/AnomalyDINO/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_coreset_subsampling,params_masking,params_num_neighbors,params_sampling_ratio,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.6386646032333374,2026-07-19 14:36:59.283460,2026-07-19 14:45:56.872877,0 days 00:08:57.589417,vit_base_patch14,True,False,3,1.0,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9074116349220276, 'val_pixel_academic_AUPRO': 0.6386646032333374, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3617246448993683, 'val_precision_efficiency_ratio': 0.566376534832339}","{'backbone': 'vit_base_patch14', 'num_neighbors': 3, 'masking': False, 'coreset_subsampling': True, 'sampling_ratio': 1.0}",COMPLETE
+1,0.6307834386825562,2026-07-19 14:45:57.201386,2026-07-19 14:47:08.102531,0 days 00:01:10.901145,vit_base_patch14,True,False,1,0.07994397362894871,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9085726737976074, 'val_pixel_academic_AUPRO': 0.6307834386825562, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.37311485409736633, 'val_precision_efficiency_ratio': 0.5915102255643361}",,COMPLETE
+2,0.4856671690940857,2026-07-19 14:47:08.393044,2026-07-19 14:47:37.808359,0 days 00:00:29.415315,vit_base_patch14,True,True,5,0.06865920899103395,"{'val_image_AUROC': 0.9834710359573364, 'val_pixel_AUROC': 0.7312682271003723, 'val_pixel_academic_AUPRO': 0.4856671690940857, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2772643268108368, 'val_precision_efficiency_ratio': 0.5708936993373828}",,COMPLETE
+3,0.638278067111969,2026-07-19 14:47:38.095445,2026-07-19 14:53:12.211844,0 days 00:05:34.116399,vit_base_patch14,True,False,5,0.5998024391923604,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9075099229812622, 'val_pixel_academic_AUPRO': 0.638278067111969, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3613111078739166, 'val_precision_efficiency_ratio': 0.5660716331813641}",,COMPLETE
+4,0.6383937001228333,2026-07-19 14:53:12.521125,2026-07-19 15:00:38.203489,0 days 00:07:25.682364,vit_base_patch14,True,False,3,0.8199242925391211,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9073126912117004, 'val_pixel_academic_AUPRO': 0.6383937001228333, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3618767559528351, 'val_precision_efficiency_ratio': 0.5668551489201826}",,COMPLETE
+5,0.636195957660675,2026-07-19 15:00:38.505771,2026-07-19 15:06:00.126379,0 days 00:05:21.620608,vit_base_patch14,True,False,1,0.5752796362557029,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9071108102798462, 'val_pixel_academic_AUPRO': 0.636195957660675, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3604825437068939, 'val_precision_efficiency_ratio': 0.5666218707713997}",,COMPLETE
+6,0.49038881063461304,2026-07-19 15:06:00.458794,2026-07-19 15:06:36.837615,0 days 00:00:36.378821,vit_base_patch14,True,True,1,0.14703095624844684,"{'val_image_AUROC': 0.9752066135406494, 'val_pixel_AUROC': 0.7326704263687134, 'val_pixel_academic_AUPRO': 0.49038881063461304, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.28553712368011475, 'val_precision_efficiency_ratio': 0.5822668003183038}",,COMPLETE
+7,0.48962199687957764,2026-07-19 15:06:37.140017,2026-07-19 15:07:12.789912,0 days 00:00:35.649895,vit_base_patch14,True,True,1,0.14119907260222903,"{'val_image_AUROC': 0.9669421315193176, 'val_pixel_AUROC': 0.7328306436538696, 'val_pixel_academic_AUPRO': 0.48962199687957764, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.28531309962272644, 'val_precision_efficiency_ratio': 0.5827211633485885}",,COMPLETE
+8,0.48688966035842896,2026-07-19 15:07:13.090611,2026-07-19 15:07:47.260826,0 days 00:00:34.170215,vit_base_patch14,True,True,3,0.12288774227946488,"{'val_image_AUROC': 0.9793388247489929, 'val_pixel_AUROC': 0.731772243976593, 'val_pixel_academic_AUPRO': 0.48688966035842896, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.28045448660850525, 'val_precision_efficiency_ratio': 0.5760124098795726}",,COMPLETE
+9,0.6437296271324158,2026-07-19 15:07:47.561410,2026-07-19 15:10:45.882973,0 days 00:02:58.321563,vit_base_patch14,True,False,5,0.29104267791041577,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9078969955444336, 'val_pixel_academic_AUPRO': 0.6437296271324158, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.36481982469558716, 'val_precision_efficiency_ratio': 0.5667283426439892}",,COMPLETE
+10,0.6363619565963745,2026-07-19 15:10:46.198274,2026-07-19 15:13:43.065395,0 days 00:02:56.867121,vit_base_patch14,True,False,5,0.289637554978165,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9072738289833069, 'val_pixel_academic_AUPRO': 0.6363619565963745, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3628123998641968, 'val_precision_efficiency_ratio': 0.5701352761637791}",,COMPLETE
+11,0.6445640325546265,2026-07-19 15:13:43.373413,2026-07-19 15:16:57.708589,0 days 00:03:14.335176,vit_base_patch14,True,False,3,0.32386100434848847,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9087830185890198, 'val_pixel_academic_AUPRO': 0.6445640325546265, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3657533824443817, 'val_precision_efficiency_ratio': 0.5674430529342084}",,COMPLETE
+12,0.6345099210739136,2026-07-19 15:16:58.018462,2026-07-19 15:19:54.140701,0 days 00:02:56.122239,vit_base_patch14,True,False,5,0.2879125726260587,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9067158699035645, 'val_pixel_academic_AUPRO': 0.6345099210739136, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3599667549133301, 'val_precision_efficiency_ratio': 0.5673146202412142}",,COMPLETE
+13,0.6343297958374023,2026-07-19 15:19:54.434581,2026-07-19 15:22:55.105175,0 days 00:03:00.670594,vit_base_patch14,True,False,3,0.296701451696672,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9066486358642578, 'val_pixel_academic_AUPRO': 0.6343297958374023, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.36078259348869324, 'val_precision_efficiency_ratio': 0.5687618583522641}",,COMPLETE
+14,0.6366128921508789,2026-07-19 15:22:55.398158,2026-07-19 15:27:02.358739,0 days 00:04:06.960581,vit_base_patch14,True,False,5,0.427439850633298,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.907538890838623, 'val_pixel_academic_AUPRO': 0.6366128921508789, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3608894348144531, 'val_precision_efficiency_ratio': 0.5668899252026479}",,COMPLETE
+15,0.642950177192688,2026-07-19 15:27:02.686873,2026-07-19 15:29:14.424163,0 days 00:02:11.737290,vit_base_patch14,True,False,3,0.19990243910694916,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9084700345993042, 'val_pixel_academic_AUPRO': 0.642950177192688, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.36436861753463745, 'val_precision_efficiency_ratio': 0.5667136124381821}",,COMPLETE
+16,0.6367639899253845,2026-07-19 15:29:14.713256,2026-07-19 15:33:08.001131,0 days 00:03:53.287875,vit_base_patch14,True,False,3,0.39916152856227155,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9072718620300293, 'val_pixel_academic_AUPRO': 0.6367639899253845, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.36220014095306396, 'val_precision_efficiency_ratio': 0.5688137939387972}",,COMPLETE
+17,0.6422900557518005,2026-07-19 15:33:08.304688,2026-07-19 15:35:25.300163,0 days 00:02:16.995475,vit_base_patch14,True,False,5,0.21016741678739964,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9083369970321655, 'val_pixel_academic_AUPRO': 0.6422900557518005, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.36640918254852295, 'val_precision_efficiency_ratio': 0.5704730740687569}",,COMPLETE
+18,0.4901411533355713,2026-07-19 15:35:25.595100,2026-07-19 15:36:06.458198,0 days 00:00:40.863098,vit_base_patch14,True,True,3,0.20055659179665347,"{'val_image_AUROC': 0.9752066135406494, 'val_pixel_AUROC': 0.733035683631897, 'val_pixel_academic_AUPRO': 0.4901411533355713, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.2826025187969208, 'val_precision_efficiency_ratio': 0.5765737418164502}",,COMPLETE
+19,0.6375755071640015,2026-07-19 15:36:06.768830,2026-07-19 15:40:40.314613,0 days 00:04:33.545783,vit_base_patch14,True,False,5,0.48026589016142396,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.9074879288673401, 'val_pixel_academic_AUPRO': 0.6375755071640015, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.361002117395401, 'val_precision_efficiency_ratio': 0.5662107677272201}",,COMPLETE
diff --git a/sweeps/000004/Dinomaly/best_hyperparams_zivid.json b/sweeps/000004/Dinomaly/best_hyperparams_zivid.json
new file mode 100644
index 0000000000000000000000000000000000000000..aef09bb7d8f2f1b48b790dc09053512fefd1d7c5
--- /dev/null
+++ b/sweeps/000004/Dinomaly/best_hyperparams_zivid.json
@@ -0,0 +1,6 @@
+{
+    "encoder_name": "dinov2_vit_small_14",
+    "bottleneck_dropout": 0.3969183818713113,
+    "lr": 6.294951105313397e-05,
+    "weight_decay": 5.3887439244700895e-05
+}
\ No newline at end of file
diff --git a/sweeps/000004/Dinomaly/optuna_best_summary.json b/sweeps/000004/Dinomaly/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..60773eed87f45682cc043f8cb43263fc7353acfb
--- /dev/null
+++ b/sweeps/000004/Dinomaly/optuna_best_summary.json
@@ -0,0 +1,12 @@
+{
+    "study_name": "box_db_Dinomaly_zivid",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 12,
+    "best_value": 0.679863378405571,
+    "best_params": {
+        "encoder_name": "dinov2_vit_small_14",
+        "bottleneck_dropout": 0.3969183818713113,
+        "lr": 6.294951105313397e-05,
+        "weight_decay": 5.3887439244700895e-05
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000004/Dinomaly/optuna_trials.csv b/sweeps/000004/Dinomaly/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b2ae0a442abb9412eb3336427e816e333fcb2740
--- /dev/null
+++ b/sweeps/000004/Dinomaly/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_bottleneck_dropout,params_encoder_name,params_lr,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.24516080617904662,2026-07-20 18:11:03.937103,2026-07-20 18:15:28.299320,0 days 00:04:24.362217,0.2,dinov2_vit_small_14,0.002,0.0001,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.626091718673706, 'val_pixel_academic_AUPRO': 0.24516081809997559, 'val_pixel_academic_AUPRO_smoothed': 0.24516080617904662, 'val_pixel_industrial_AUPRO': 0.04698600992560387, 'val_precision_efficiency_ratio': 0.1916538423456719}","{'encoder_name': 'dinov2_vit_small_14', 'bottleneck_dropout': 0.2, 'lr': 0.002, 'weight_decay': 0.0001}",COMPLETE
+1,0.6462784528732299,2026-07-20 18:15:28.688508,2026-07-20 18:20:02.217911,0 days 00:04:33.529403,0.26859729742236893,dinov2_vit_small_14,0.0002410635613799161,0.0001051410910485805,"{'val_image_AUROC': 0.8140496015548706, 'val_pixel_AUROC': 0.8351312875747681, 'val_pixel_academic_AUPRO': 0.7300003170967102, 'val_pixel_academic_AUPRO_smoothed': 0.6462784528732299, 'val_pixel_industrial_AUPRO': 0.17729519307613373, 'val_precision_efficiency_ratio': 0.39039186315625624}",,COMPLETE
+2,0.24516080617904662,2026-07-20 18:20:02.589798,2026-07-20 18:24:29.721643,0 days 00:04:27.131845,0.20813724528211974,dinov2_vit_small_14,0.0016529066527078873,0.00014923457963981487,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.626091718673706, 'val_pixel_academic_AUPRO': 0.24516081809997559, 'val_pixel_academic_AUPRO_smoothed': 0.24516080617904662, 'val_pixel_industrial_AUPRO': 0.04698600992560387, 'val_precision_efficiency_ratio': 0.1916538423456719}",,COMPLETE
+3,0.6347781419754028,2026-07-20 18:24:30.144376,2026-07-20 18:29:01.639848,0 days 00:04:31.495472,0.34550472642287755,dinov2_vit_small_14,0.00021671748915536623,0.0003274277523239749,"{'val_image_AUROC': 0.5640496015548706, 'val_pixel_AUROC': 0.706351637840271, 'val_pixel_academic_AUPRO': 0.6811627745628357, 'val_pixel_academic_AUPRO_smoothed': 0.6347781419754028, 'val_pixel_industrial_AUPRO': 0.03616984561085701, 'val_precision_efficiency_ratio': 0.12047919585808244}",,COMPLETE
+4,0.6507004946470261,2026-07-20 18:29:02.006321,2026-07-20 18:33:30.603232,0 days 00:04:28.596911,0.3849889191733916,dinov2_vit_small_14,9.595633063342113e-05,0.00032680421525168105,"{'val_image_AUROC': 0.8181818127632141, 'val_pixel_AUROC': 0.48163947463035583, 'val_pixel_academic_AUPRO': 0.6716693043708801, 'val_pixel_academic_AUPRO_smoothed': 0.6507004946470261, 'val_pixel_industrial_AUPRO': 0.043072279542684555, 'val_precision_efficiency_ratio': 0.2065673436803343}",,COMPLETE
+5,0.24516080915927888,2026-07-20 18:33:30.992007,2026-07-20 18:37:53.884471,0 days 00:04:22.892464,0.201264453056933,dinov2_vit_small_14,0.001135960981780681,0.00019534433697879778,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.626091718673706, 'val_pixel_academic_AUPRO': 0.24516081809997559, 'val_pixel_academic_AUPRO_smoothed': 0.24516080915927888, 'val_pixel_industrial_AUPRO': 0.04698600992560387, 'val_precision_efficiency_ratio': 0.1916538423456719}",,COMPLETE
+6,0.24516080617904662,2026-07-20 18:37:54.242361,2026-07-20 18:42:17.406741,0 days 00:04:23.164380,0.2255972833591488,dinov2_vit_small_14,0.0007229483374538522,6.699097242648521e-05,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.626091718673706, 'val_pixel_academic_AUPRO': 0.24516081809997559, 'val_pixel_academic_AUPRO_smoothed': 0.24516080617904662, 'val_pixel_industrial_AUPRO': 0.046986013650894165, 'val_precision_efficiency_ratio': 0.19165385754096514}",,COMPLETE
+7,0.24516080617904662,2026-07-20 18:42:17.760787,2026-07-20 18:46:42.879351,0 days 00:04:25.118564,0.2824568221884738,dinov2_vit_small_14,0.0004772502239119286,9.110771863777846e-05,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.626091718673706, 'val_pixel_academic_AUPRO': 0.24516081809997559, 'val_pixel_academic_AUPRO_smoothed': 0.24516080617904662, 'val_pixel_industrial_AUPRO': 0.046986013650894165, 'val_precision_efficiency_ratio': 0.19165385754096514}",,COMPLETE
+8,0.24516080617904662,2026-07-20 18:46:43.285859,2026-07-20 18:51:07.459950,0 days 00:04:24.174091,0.3807725885922446,dinov2_vit_small_14,0.0006118614538693587,0.0002649847218979759,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.626091718673706, 'val_pixel_academic_AUPRO': 0.24516081809997559, 'val_pixel_academic_AUPRO_smoothed': 0.24516080617904662, 'val_pixel_industrial_AUPRO': 0.04698600992560387, 'val_precision_efficiency_ratio': 0.1916538423456719}",,COMPLETE
+9,0.2451608031988144,2026-07-20 18:51:07.974342,2026-07-20 18:55:35.829351,0 days 00:04:27.855009,0.3281956120663332,dinov2_vit_small_14,0.002272289954671322,0.00023262077777695607,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.626091718673706, 'val_pixel_academic_AUPRO': 0.2451608031988144, 'val_pixel_academic_AUPRO_smoothed': 0.2451608031988144, 'val_pixel_industrial_AUPRO': 0.04698600992560387, 'val_precision_efficiency_ratio': 0.1916538423456719}",,COMPLETE
+10,0.6523786187171936,2026-07-20 18:55:36.337919,2026-07-20 19:00:09.683462,0 days 00:04:33.345543,0.3982793324968441,dinov2_vit_small_14,6.49738436496542e-05,5.097034857222344e-05,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.626091718673706, 'val_pixel_academic_AUPRO': 0.6523786187171936, 'val_pixel_academic_AUPRO_smoothed': 0.6523786187171936, 'val_pixel_industrial_AUPRO': 0.04698600992560387, 'val_precision_efficiency_ratio': 0.1916538423456719}",,COMPLETE
+11,0.6684645265340805,2026-07-20 19:00:10.062875,2026-07-20 19:04:44.567418,0 days 00:04:34.504543,0.3973695141879435,dinov2_vit_small_14,6.59083709119041e-05,0.0004904154259130852,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.658176064491272, 'val_pixel_academic_AUPRO': 0.7003978490829468, 'val_pixel_academic_AUPRO_smoothed': 0.6684645265340805, 'val_pixel_industrial_AUPRO': 0.056793488562107086, 'val_precision_efficiency_ratio': 0.21485990107985048}",,COMPLETE
+12,0.679863378405571,2026-07-20 19:04:44.959957,2026-07-20 19:09:16.936779,0 days 00:04:31.976822,0.3969183818713113,dinov2_vit_small_14,6.294951105313397e-05,5.3887439244700895e-05,"{'val_image_AUROC': 0.29752063751220703, 'val_pixel_AUROC': 0.6499371528625488, 'val_pixel_academic_AUPRO': 0.7064700126647949, 'val_pixel_academic_AUPRO_smoothed': 0.679863378405571, 'val_pixel_industrial_AUPRO': 0.0, 'val_precision_efficiency_ratio': 0.0}",,COMPLETE
+13,0.6222065836191177,2026-07-20 19:09:17.329397,2026-07-20 19:13:57.704094,0 days 00:04:40.374697,0.351451635715166,dinov2_vit_small_14,0.00011285583672719827,0.00045794364599511465,"{'val_image_AUROC': 0.6508264541625977, 'val_pixel_AUROC': 0.6299182176589966, 'val_pixel_academic_AUPRO': 0.6410507559776306, 'val_pixel_academic_AUPRO_smoothed': 0.6222065836191177, 'val_pixel_industrial_AUPRO': 0.024656793102622032, 'val_precision_efficiency_ratio': 0.11038442638988574}",,COMPLETE
+14,0.6053439378738403,2026-07-20 19:13:58.085407,2026-07-20 19:18:36.177648,0 days 00:04:38.092241,0.3695082673061136,dinov2_vit_small_14,6.044206621227094e-05,0.0004939655823858253,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.626091718673706, 'val_pixel_academic_AUPRO': 0.6222630143165588, 'val_pixel_academic_AUPRO_smoothed': 0.6053439378738403, 'val_pixel_industrial_AUPRO': 0.04698600992560387, 'val_precision_efficiency_ratio': 0.19165383069672726}",,COMPLETE
+15,0.6560849100351334,2026-07-20 19:18:36.562077,2026-07-20 19:23:09.997072,0 days 00:04:33.434995,0.31823917587555817,dinov2_vit_small_14,0.00014579569923705318,0.00015860098844340973,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.626091718673706, 'val_pixel_academic_AUPRO': 0.7290112376213074, 'val_pixel_academic_AUPRO_smoothed': 0.6560849100351334, 'val_pixel_industrial_AUPRO': 0.04698600992560387, 'val_precision_efficiency_ratio': 0.1916538423456719}",,COMPLETE
+16,0.65869140625,2026-07-20 19:23:10.359252,2026-07-20 19:27:41.008734,0 days 00:04:30.649482,0.39865787007807707,dinov2_vit_small_14,0.0001932660509252952,0.00012946553274644998,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.626091718673706, 'val_pixel_academic_AUPRO': 0.6974684000015259, 'val_pixel_academic_AUPRO_smoothed': 0.65869140625, 'val_pixel_industrial_AUPRO': 0.04698600992560387, 'val_precision_efficiency_ratio': 0.1916538423456719}",,COMPLETE
+17,0.6356511354446411,2026-07-20 19:27:41.382726,2026-07-20 19:32:14.493513,0 days 00:04:33.110787,0.36453225240864506,dinov2_vit_small_14,9.171979435853475e-05,5.052094073415719e-05,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.626091718673706, 'val_pixel_academic_AUPRO': 0.6786805987358093, 'val_pixel_academic_AUPRO_smoothed': 0.6356511354446411, 'val_pixel_industrial_AUPRO': 0.046986013650894165, 'val_precision_efficiency_ratio': 0.19165385754096514}",,COMPLETE
+18,0.6687688231468201,2026-07-20 19:32:14.884444,2026-07-20 19:36:47.071788,0 days 00:04:32.187344,0.3171899007977693,dinov2_vit_small_14,0.00030238616648064283,7.62161673087079e-05,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.5441074371337891, 'val_pixel_academic_AUPRO': 0.7115590572357178, 'val_pixel_academic_AUPRO_smoothed': 0.6687688231468201, 'val_pixel_industrial_AUPRO': 0.020738422870635986, 'val_precision_efficiency_ratio': 0.1645478820725912}",,COMPLETE
+19,0.4862901605665684,2026-07-20 19:36:47.441118,2026-07-20 19:41:24.679510,0 days 00:04:37.238392,0.2923630182402099,dinov2_vit_small_14,0.000324906788381431,7.182285142045659e-05,"{'val_image_AUROC': 0.34504133462905884, 'val_pixel_AUROC': 0.5317730903625488, 'val_pixel_academic_AUPRO': 0.6447993516921997, 'val_pixel_academic_AUPRO_smoothed': 0.4862901605665684, 'val_pixel_industrial_AUPRO': 0.003814440220594406, 'val_precision_efficiency_ratio': 0.032574315482890144}",,COMPLETE
diff --git a/sweeps/000004/PadimSmall/best_hyperparams_zivid.json b/sweeps/000004/PadimSmall/best_hyperparams_zivid.json
new file mode 100644
index 0000000000000000000000000000000000000000..a27a685110796531e5760b07109c560459720522
--- /dev/null
+++ b/sweeps/000004/PadimSmall/best_hyperparams_zivid.json
@@ -0,0 +1,9 @@
+{
+    "backbone": "resnet18",
+    "layers": [
+        "layer1",
+        "layer2",
+        "layer3"
+    ],
+    "n_features": 300
+}
\ No newline at end of file
diff --git a/sweeps/000004/PadimSmall/optuna_best_summary.json b/sweeps/000004/PadimSmall/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..07b7ed91aad80cac721224508b27cb2ceecd4b0f
--- /dev/null
+++ b/sweeps/000004/PadimSmall/optuna_best_summary.json
@@ -0,0 +1,15 @@
+{
+    "study_name": "box_db_PadimSmall_zivid",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 1,
+    "best_value": 0.8406912684440613,
+    "best_params": {
+        "backbone": "resnet18",
+        "layers": [
+            "layer1",
+            "layer2",
+            "layer3"
+        ],
+        "n_features": 300
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000004/PadimSmall/optuna_trials.csv b/sweeps/000004/PadimSmall/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bb0e2f998cd65840828d04ffd78e39fea0c6990d
--- /dev/null
+++ b/sweeps/000004/PadimSmall/optuna_trials.csv
@@ -0,0 +1,7 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_layers,params_n_features,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.8242815136909485,2026-07-19 14:20:57.648980,2026-07-19 14:21:41.001591,0 days 00:00:43.352611,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5015330910682678, 'val_pixel_academic_AUPRO': 0.8242815136909485, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4622209370136261, 'val_precision_efficiency_ratio': 0.5607561607731611}","{'backbone': 'resnet18', 'layers': ['layer1', 'layer2', 'layer3'], 'n_features': 100}",COMPLETE
+1,0.8406912684440613,2026-07-19 14:21:41.961907,2026-07-19 14:31:08.466433,0 days 00:09:26.504526,resnet18,"['layer1', 'layer2', 'layer3']",300,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000306963920593, 'val_pixel_academic_AUPRO': 0.8406912684440613, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.490973562002182, 'val_precision_efficiency_ratio': 0.584011729907542}",,COMPLETE
+2,0.8302714228630066,2026-07-19 14:31:08.851358,2026-07-19 14:34:23.006070,0 days 00:03:14.154712,resnet18,"['layer1', 'layer2', 'layer3']",200,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000482201576233, 'val_pixel_academic_AUPRO': 0.8302714228630066, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4667527675628662, 'val_precision_efficiency_ratio': 0.562168894062827}",,COMPLETE
+3,0.7893511652946472,2026-07-19 14:34:23.311030,2026-07-19 14:35:01.791524,0 days 00:00:38.480494,resnet18,"['layer2', 'layer3']",200,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000451803207397, 'val_pixel_academic_AUPRO': 0.7893511652946472, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4100019335746765, 'val_precision_efficiency_ratio': 0.5194163910832157}",,COMPLETE
+4,0.80317622423172,2026-07-19 14:35:02.195403,2026-07-19 14:36:05.715452,0 days 00:01:03.520049,resnet18,"['layer2', 'layer3']",300,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000277161598206, 'val_pixel_academic_AUPRO': 0.80317622423172, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.43202435970306396, 'val_precision_efficiency_ratio': 0.5378948562830254}",,COMPLETE
+5,0.815425455570221,2026-07-19 14:36:06.639458,2026-07-19 14:36:51.989996,0 days 00:00:45.350538,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5095176696777344, 'val_pixel_academic_AUPRO': 0.815425455570221, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.42875319719314575, 'val_precision_efficiency_ratio': 0.5258030568757777}",,COMPLETE
diff --git a/sweeps/000004/Patchcore/best_hyperparams_zivid.json b/sweeps/000004/Patchcore/best_hyperparams_zivid.json
new file mode 100644
index 0000000000000000000000000000000000000000..bb519e6ba2b9b80853bd1e217f58389881b2996c
--- /dev/null
+++ b/sweeps/000004/Patchcore/best_hyperparams_zivid.json
@@ -0,0 +1,9 @@
+{
+    "backbone": "wide_resnet50_2",
+    "layers": [
+        "layer2",
+        "layer3"
+    ],
+    "coreset_sampling_ratio": 0.07610604581028399,
+    "num_neighbors": 5
+}
\ No newline at end of file
diff --git a/sweeps/000004/Patchcore/optuna_best_summary.json b/sweeps/000004/Patchcore/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..89984c73bd2072f2334f0ef49785379452dcd001
--- /dev/null
+++ b/sweeps/000004/Patchcore/optuna_best_summary.json
@@ -0,0 +1,15 @@
+{
+    "study_name": "box_db_Patchcore_zivid",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 2,
+    "best_value": 0.8482613563537598,
+    "best_params": {
+        "backbone": "wide_resnet50_2",
+        "layers": [
+            "layer2",
+            "layer3"
+        ],
+        "coreset_sampling_ratio": 0.07610604581028399,
+        "num_neighbors": 5
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000004/Patchcore/optuna_trials.csv b/sweeps/000004/Patchcore/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..074175e4533d44286a03f89e02f1bb08e29bbd6e
--- /dev/null
+++ b/sweeps/000004/Patchcore/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_coreset_sampling_ratio,params_layers,params_num_neighbors,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.846180260181427,2026-07-19 11:37:18.812479,2026-07-19 11:45:59.867192,0 days 00:08:41.054713,wide_resnet50_2,0.1,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001200437545776, 'val_pixel_academic_AUPRO': 0.846180260181427, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5248175263404846, 'val_precision_efficiency_ratio': 0.6202195336345474}","{'backbone': 'wide_resnet50_2', 'layers': ['layer2', 'layer3'], 'coreset_sampling_ratio': 0.1, 'num_neighbors': 9}",COMPLETE
+1,0.8481708765029907,2026-07-19 11:46:00.173168,2026-07-19 11:58:29.549927,0 days 00:12:29.376759,wide_resnet50_2,0.14575568213355267,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003341436386108, 'val_pixel_academic_AUPRO': 0.8481708765029907, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5252270698547363, 'val_precision_efficiency_ratio': 0.6192467631289676}",,COMPLETE
+2,0.8482613563537598,2026-07-19 11:58:29.847086,2026-07-19 12:05:14.178055,0 days 00:06:44.330969,wide_resnet50_2,0.07610604581028399,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000623464584351, 'val_pixel_academic_AUPRO': 0.8482613563537598, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5258631110191345, 'val_precision_efficiency_ratio': 0.6199305285808965}",,COMPLETE
+3,0.8470410704612732,2026-07-19 12:05:14.504327,2026-07-19 12:11:42.619018,0 days 00:06:28.114691,wide_resnet50_2,0.07337372441981183,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000511407852173, 'val_pixel_academic_AUPRO': 0.8470410704612732, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5250632166862488, 'val_precision_efficiency_ratio': 0.6198792892065023}",,COMPLETE
+4,0.84454345703125,2026-07-19 12:11:43.022444,2026-07-19 12:18:45.631485,0 days 00:07:02.609041,wide_resnet50_2,0.08047031090368835,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000828504562378, 'val_pixel_academic_AUPRO': 0.84454345703125, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5226402282714844, 'val_precision_efficiency_ratio': 0.618843499313435}",,COMPLETE
+5,0.8461058735847473,2026-07-19 12:18:45.948226,2026-07-19 12:29:48.971786,0 days 00:11:03.023560,wide_resnet50_2,0.1284840196182696,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002408623695374, 'val_pixel_academic_AUPRO': 0.8461058735847473, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5242381691932678, 'val_precision_efficiency_ratio': 0.619589327482383}",,COMPLETE
+6,0.8450953960418701,2026-07-19 12:29:49.308337,2026-07-19 12:35:09.996202,0 days 00:05:20.687865,wide_resnet50_2,0.05974661666763375,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000506639480591, 'val_pixel_academic_AUPRO': 0.8450953960418701, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5218530893325806, 'val_precision_efficiency_ratio': 0.6175079071271209}",,COMPLETE
+7,0.8450221419334412,2026-07-19 12:35:10.319459,2026-07-19 12:42:16.665328,0 days 00:07:06.345869,wide_resnet50_2,0.08103563627909678,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001023411750793, 'val_pixel_academic_AUPRO': 0.8450221419334412, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5196810364723206, 'val_precision_efficiency_ratio': 0.6149910288543109}",,COMPLETE
+8,0.8440182209014893,2026-07-19 12:42:16.992550,2026-07-19 12:48:37.479769,0 days 00:06:20.487219,wide_resnet50_2,0.07203873285582965,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000707507133484, 'val_pixel_academic_AUPRO': 0.8440182209014893, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5203210711479187, 'val_precision_efficiency_ratio': 0.6164808510794564}",,COMPLETE
+9,0.8455737829208374,2026-07-19 12:48:37.794647,2026-07-19 12:53:51.170428,0 days 00:05:13.375781,wide_resnet50_2,0.05856687533402932,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000333189964294, 'val_pixel_academic_AUPRO': 0.8455737829208374, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5243315100669861, 'val_precision_efficiency_ratio': 0.6200896014725116}",,COMPLETE
+10,0.8457576036453247,2026-07-19 12:53:51.500819,2026-07-19 13:03:01.516483,0 days 00:09:10.015664,wide_resnet50_2,0.10580415115170068,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001425743103027, 'val_pixel_academic_AUPRO': 0.8457576036453247, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5246619582176208, 'val_precision_efficiency_ratio': 0.6203455410347597}",,COMPLETE
+11,0.8472137451171875,2026-07-19 13:03:01.840042,2026-07-19 13:14:44.071118,0 days 00:11:42.231076,wide_resnet50_2,0.13627725608696145,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003060698509216, 'val_pixel_academic_AUPRO': 0.8472137451171875, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5261672735214233, 'val_precision_efficiency_ratio': 0.621056110755903}",,COMPLETE
+12,0.846005916595459,2026-07-19 13:14:44.373517,2026-07-19 13:19:17.148999,0 days 00:04:32.775482,wide_resnet50_2,0.050082823265555125,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.500029444694519, 'val_pixel_academic_AUPRO': 0.846005916595459, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5214142799377441, 'val_precision_efficiency_ratio': 0.6163246257615391}",,COMPLETE
+13,0.8454181551933289,2026-07-19 13:19:17.483883,2026-07-19 13:28:36.160106,0 days 00:09:18.676223,wide_resnet50_2,0.10751615732720488,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001651048660278, 'val_pixel_academic_AUPRO': 0.8454181551933289, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5234826803207397, 'val_precision_efficiency_ratio': 0.6191997144904353}",,COMPLETE
+14,0.8465806245803833,2026-07-19 13:28:36.550177,2026-07-19 13:41:14.499274,0 days 00:12:37.949097,wide_resnet50_2,0.14744620608362513,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003305077552795, 'val_pixel_academic_AUPRO': 0.8465806245803833, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5238475203514099, 'val_precision_efficiency_ratio': 0.6187804269806677}",,COMPLETE
+15,0.8458033800125122,2026-07-19 13:41:14.824736,2026-07-19 13:49:31.673616,0 days 00:08:16.848880,wide_resnet50_2,0.09492428696838058,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.50009685754776, 'val_pixel_academic_AUPRO': 0.8458033800125122, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5229528546333313, 'val_precision_efficiency_ratio': 0.6182912802093498}",,COMPLETE
+16,0.8458911180496216,2026-07-19 13:49:31.972203,2026-07-19 13:59:35.022668,0 days 00:10:03.050465,wide_resnet50_2,0.11623985973063769,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001863837242126, 'val_pixel_academic_AUPRO': 0.8458911180496216, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5236793160438538, 'val_precision_efficiency_ratio': 0.619085961383902}",,COMPLETE
+17,0.8482064604759216,2026-07-19 13:59:35.349768,2026-07-19 14:07:25.166696,0 days 00:07:49.816928,wide_resnet50_2,0.08968898841402516,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001206994056702, 'val_pixel_academic_AUPRO': 0.8482064604759216, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5286739468574524, 'val_precision_efficiency_ratio': 0.6232845085391331}",,COMPLETE
+18,0.8478149175643921,2026-07-19 14:07:25.456344,2026-07-19 14:15:11.736131,0 days 00:07:46.279787,wide_resnet50_2,0.08898564484513827,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001261234283447, 'val_pixel_academic_AUPRO': 0.8478149175643921, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5255561470985413, 'val_precision_efficiency_ratio': 0.6198949041948474}",,COMPLETE
+19,0.8471805453300476,2026-07-19 14:15:12.067881,2026-07-19 14:20:54.828826,0 days 00:05:42.760945,wide_resnet50_2,0.06424674388114059,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.500041663646698, 'val_pixel_academic_AUPRO': 0.8471805453300476, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.524390697479248, 'val_precision_efficiency_ratio': 0.6189834036792642}",,COMPLETE
diff --git a/sweeps/000005/AnomalyDINO/best_hyperparams_realsense.json b/sweeps/000005/AnomalyDINO/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..8aadc1d68c50f9a0e1a71edce2061f2967ab7715
--- /dev/null
+++ b/sweeps/000005/AnomalyDINO/best_hyperparams_realsense.json
@@ -0,0 +1,7 @@
+{
+    "backbone": "vit_base_patch14",
+    "num_neighbors": 1,
+    "masking": true,
+    "coreset_subsampling": true,
+    "sampling_ratio": 0.6483225232006476
+}
\ No newline at end of file
diff --git a/sweeps/000005/AnomalyDINO/optuna_best_summary.json b/sweeps/000005/AnomalyDINO/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e2d94de159abca048f11b820f6e3e6d8a8b53b52
--- /dev/null
+++ b/sweeps/000005/AnomalyDINO/optuna_best_summary.json
@@ -0,0 +1,13 @@
+{
+    "study_name": "box_sb_AnomalyDINO_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 19,
+    "best_value": 0.7546438574790955,
+    "best_params": {
+        "backbone": "vit_base_patch14",
+        "num_neighbors": 1,
+        "masking": true,
+        "coreset_subsampling": true,
+        "sampling_ratio": 0.6483225232006476
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000005/AnomalyDINO/optuna_trials.csv b/sweeps/000005/AnomalyDINO/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5b3480d862bf02bb88a5444bb68c0ab9b99c4822
--- /dev/null
+++ b/sweeps/000005/AnomalyDINO/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_coreset_subsampling,params_masking,params_num_neighbors,params_sampling_ratio,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.5642062425613403,2026-07-18 10:52:09.378199,2026-07-18 10:53:01.057120,0 days 00:00:51.678921,vit_base_patch14,True,False,3,1.0,"{'val_image_AUROC': 0.8274999856948853, 'val_pixel_AUROC': 0.9513153433799744, 'val_pixel_academic_AUPRO': 0.5642062425613403, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.24130190908908844, 'val_precision_efficiency_ratio': 0.42768386963186455}","{'backbone': 'vit_base_patch14', 'num_neighbors': 3, 'masking': False, 'coreset_subsampling': True, 'sampling_ratio': 1.0}",COMPLETE
+1,0.753045916557312,2026-07-18 10:53:01.407427,2026-07-18 10:53:15.251119,0 days 00:00:13.843692,vit_base_patch14,True,True,5,0.27981794659640247,"{'val_image_AUROC': 0.7925000190734863, 'val_pixel_AUROC': 0.8217214345932007, 'val_pixel_academic_AUPRO': 0.753045916557312, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4547852873802185, 'val_precision_efficiency_ratio': 0.603927698671222}",,COMPLETE
+2,0.5644676089286804,2026-07-18 10:53:15.585353,2026-07-18 10:53:35.917857,0 days 00:00:20.332504,vit_base_patch14,True,False,1,0.2472360703380132,"{'val_image_AUROC': 0.8199999928474426, 'val_pixel_AUROC': 0.9517391324043274, 'val_pixel_academic_AUPRO': 0.5644676089286804, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.24000367522239685, 'val_precision_efficiency_ratio': 0.4251859122225044}",,COMPLETE
+3,0.7460097074508667,2026-07-18 10:53:36.275285,2026-07-18 10:53:48.904590,0 days 00:00:12.629305,vit_base_patch14,True,True,3,0.16009603866904373,"{'val_image_AUROC': 0.7975000143051147, 'val_pixel_AUROC': 0.8209481239318848, 'val_pixel_academic_AUPRO': 0.7460097074508667, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.44990748167037964, 'val_precision_efficiency_ratio': 0.6030852912192315}",,COMPLETE
+4,0.5526216626167297,2026-07-18 10:53:49.252397,2026-07-18 10:54:02.881853,0 days 00:00:13.629456,vit_base_patch14,True,False,5,0.05236996218884591,"{'val_image_AUROC': 0.8149999976158142, 'val_pixel_AUROC': 0.9501996636390686, 'val_pixel_academic_AUPRO': 0.5526216626167297, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.243424654006958, 'val_precision_efficiency_ratio': 0.44049061134214884}",,COMPLETE
+5,0.5639615058898926,2026-07-18 10:54:03.307941,2026-07-18 10:54:43.816099,0 days 00:00:40.508158,vit_base_patch14,True,False,5,0.7287511261459872,"{'val_image_AUROC': 0.824999988079071, 'val_pixel_AUROC': 0.951233983039856, 'val_pixel_academic_AUPRO': 0.5639615058898926, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.24099241197109222, 'val_precision_efficiency_ratio': 0.4273206760642692}",,COMPLETE
+6,0.7328124642372131,2026-07-18 10:54:44.154007,2026-07-18 10:54:55.627958,0 days 00:00:11.473951,vit_base_patch14,True,True,5,0.05722971800193158,"{'val_image_AUROC': 0.7850000262260437, 'val_pixel_AUROC': 0.8184308409690857, 'val_pixel_academic_AUPRO': 0.7328124642372131, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4397430121898651, 'val_precision_efficiency_ratio': 0.60007578152699}",,COMPLETE
+7,0.7540945410728455,2026-07-18 10:54:55.986793,2026-07-18 10:55:15.537014,0 days 00:00:19.550221,vit_base_patch14,True,True,5,0.8934624860268285,"{'val_image_AUROC': 0.7800000309944153, 'val_pixel_AUROC': 0.8222991228103638, 'val_pixel_academic_AUPRO': 0.7540945410728455, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.45327720046043396, 'val_precision_efficiency_ratio': 0.6010880277896713}",,COMPLETE
+8,0.738797664642334,2026-07-18 10:55:15.875996,2026-07-18 10:55:27.623916,0 days 00:00:11.747920,vit_base_patch14,True,True,3,0.09248700964149789,"{'val_image_AUROC': 0.7900000214576721, 'val_pixel_AUROC': 0.8198138475418091, 'val_pixel_academic_AUPRO': 0.738797664642334, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.447864294052124, 'val_precision_efficiency_ratio': 0.6062069704415534}",,COMPLETE
+9,0.7503227591514587,2026-07-18 10:55:27.963098,2026-07-18 10:55:41.843709,0 days 00:00:13.880611,vit_base_patch14,True,True,5,0.20519493099101915,"{'val_image_AUROC': 0.8050000071525574, 'val_pixel_AUROC': 0.821342408657074, 'val_pixel_academic_AUPRO': 0.7503227591514587, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4558197259902954, 'val_precision_efficiency_ratio': 0.6074982005154458}",,COMPLETE
+10,0.7532479166984558,2026-07-18 10:55:42.193422,2026-07-18 10:55:57.628741,0 days 00:00:15.435319,vit_base_patch14,True,True,1,0.4592141883830417,"{'val_image_AUROC': 0.7899999618530273, 'val_pixel_AUROC': 0.822078287601471, 'val_pixel_academic_AUPRO': 0.7532479166984558, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.454176664352417, 'val_precision_efficiency_ratio': 0.602957743770615}",,COMPLETE
+11,0.7530933022499084,2026-07-18 10:55:57.989947,2026-07-18 10:56:13.981939,0 days 00:00:15.991992,vit_base_patch14,True,True,1,0.5233936002853266,"{'val_image_AUROC': 0.7925000190734863, 'val_pixel_AUROC': 0.8221620917320251, 'val_pixel_academic_AUPRO': 0.7530933022499084, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4527710974216461, 'val_precision_efficiency_ratio': 0.6012151430227398}",,COMPLETE
+12,0.7537258863449097,2026-07-18 10:56:14.350704,2026-07-18 10:56:28.442514,0 days 00:00:14.091810,vit_base_patch14,True,True,1,0.44702376089049367,"{'val_image_AUROC': 0.7875000238418579, 'val_pixel_AUROC': 0.822125256061554, 'val_pixel_academic_AUPRO': 0.7537258863449097, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.45549291372299194, 'val_precision_efficiency_ratio': 0.604321706306045}",,COMPLETE
+13,0.7541710138320923,2026-07-18 10:56:28.882327,2026-07-18 10:56:43.544801,0 days 00:00:14.662474,vit_base_patch14,True,True,1,0.41651992671443155,"{'val_image_AUROC': 0.7925000190734863, 'val_pixel_AUROC': 0.8220653533935547, 'val_pixel_academic_AUPRO': 0.7541710138320923, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.45682817697525024, 'val_precision_efficiency_ratio': 0.6057355276146398}",,COMPLETE
+14,0.754172682762146,2026-07-18 10:56:44.096941,2026-07-18 10:57:04.071005,0 days 00:00:19.974064,vit_base_patch14,True,True,1,0.9771091148829747,"{'val_image_AUROC': 0.7800000309944153, 'val_pixel_AUROC': 0.8223108053207397, 'val_pixel_academic_AUPRO': 0.754172682762146, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4533448815345764, 'val_precision_efficiency_ratio': 0.6011154897233982}",,COMPLETE
+15,0.7543813586235046,2026-07-18 10:57:04.503389,2026-07-18 10:57:20.630700,0 days 00:00:16.127311,vit_base_patch14,True,True,1,0.5816722774126881,"{'val_image_AUROC': 0.7900000214576721, 'val_pixel_AUROC': 0.8222441673278809, 'val_pixel_academic_AUPRO': 0.7543813586235046, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4558711349964142, 'val_precision_efficiency_ratio': 0.6042979850777697}",,COMPLETE
+16,0.7546141147613525,2026-07-18 10:57:20.988986,2026-07-18 10:57:37.507420,0 days 00:00:16.518434,vit_base_patch14,True,True,1,0.6186304753042251,"{'val_image_AUROC': 0.7825000286102295, 'val_pixel_AUROC': 0.8222628831863403, 'val_pixel_academic_AUPRO': 0.7546141147613525, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.45517227053642273, 'val_precision_efficiency_ratio': 0.6031854713986783}",,COMPLETE
+17,0.7546098828315735,2026-07-18 10:57:37.872456,2026-07-18 10:57:54.817637,0 days 00:00:16.945181,vit_base_patch14,True,True,1,0.6171088946548227,"{'val_image_AUROC': 0.7849999666213989, 'val_pixel_AUROC': 0.8222870826721191, 'val_pixel_academic_AUPRO': 0.7546098828315735, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4553634524345398, 'val_precision_efficiency_ratio': 0.603442206091774}",,COMPLETE
+18,0.5635383129119873,2026-07-18 10:57:55.152675,2026-07-18 10:58:19.907630,0 days 00:00:24.754955,vit_base_patch14,True,False,1,0.33630646419956345,"{'val_image_AUROC': 0.8399999737739563, 'val_pixel_AUROC': 0.9513891935348511, 'val_pixel_academic_AUPRO': 0.5635383129119873, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.24352498352527618, 'val_precision_efficiency_ratio': 0.43213562937167965}",,COMPLETE
+19,0.7546438574790955,2026-07-18 10:58:20.285358,2026-07-18 10:58:37.126218,0 days 00:00:16.840860,vit_base_patch14,True,True,1,0.6483225232006476,"{'val_image_AUROC': 0.7825000286102295, 'val_pixel_AUROC': 0.822283923625946, 'val_pixel_academic_AUPRO': 0.7546438574790955, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.45525145530700684, 'val_precision_efficiency_ratio': 0.6032666280857097}",,COMPLETE
diff --git a/sweeps/000005/Dinomaly/best_hyperparams_realsense.json b/sweeps/000005/Dinomaly/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..468218ff7b76dda49b7c4f68efc992c92aef4dbd
--- /dev/null
+++ b/sweeps/000005/Dinomaly/best_hyperparams_realsense.json
@@ -0,0 +1,6 @@
+{
+    "encoder_name": "dinov2_vit_small_14",
+    "bottleneck_dropout": 0.2935283143612788,
+    "lr": 6.457370922179493e-05,
+    "weight_decay": 0.00044001929319508246
+}
\ No newline at end of file
diff --git a/sweeps/000005/Dinomaly/optuna_best_summary.json b/sweeps/000005/Dinomaly/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..e6d54a7e9cfd119e36f2066545136fc19e6c82a7
--- /dev/null
+++ b/sweeps/000005/Dinomaly/optuna_best_summary.json
@@ -0,0 +1,12 @@
+{
+    "study_name": "box_sb_Dinomaly_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 13,
+    "best_value": 0.534497606754303,
+    "best_params": {
+        "encoder_name": "dinov2_vit_small_14",
+        "bottleneck_dropout": 0.2935283143612788,
+        "lr": 6.457370922179493e-05,
+        "weight_decay": 0.00044001929319508246
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000005/Dinomaly/optuna_trials.csv b/sweeps/000005/Dinomaly/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e9cca7d62b93c1e5b9aef2f2e92b9269a009823d
--- /dev/null
+++ b/sweeps/000005/Dinomaly/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_bottleneck_dropout,params_encoder_name,params_lr,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.14965584129095078,2026-07-18 10:35:44.809778,2026-07-18 10:39:13.143005,0 days 00:03:28.333227,0.2,dinov2_vit_small_14,0.002,0.0001,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.14965584874153137, 'val_pixel_academic_AUPRO_smoothed': 0.14965584129095078, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}","{'encoder_name': 'dinov2_vit_small_14', 'bottleneck_dropout': 0.2, 'lr': 0.002, 'weight_decay': 0.0001}",COMPLETE
+1,0.3807052969932556,2026-07-18 10:39:13.493211,2026-07-18 10:42:46.685477,0 days 00:03:33.192266,0.3355974519329594,dinov2_vit_small_14,0.0007377003899469846,8.996508235312261e-05,"{'val_image_AUROC': 0.7212499976158142, 'val_pixel_AUROC': 0.7138379812240601, 'val_pixel_academic_AUPRO': 0.3807052969932556, 'val_pixel_academic_AUPRO_smoothed': 0.3807052969932556, 'val_pixel_industrial_AUPRO': 0.014861579053103924, 'val_precision_efficiency_ratio': 0.039047665801232166}",,COMPLETE
+2,0.14965583384037018,2026-07-18 10:42:47.145975,2026-07-18 10:46:14.746500,0 days 00:03:27.600525,0.2467756174135616,dinov2_vit_small_14,0.0010585794058304164,0.00017647316956063465,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.14965583384037018, 'val_pixel_academic_AUPRO_smoothed': 0.14965583384037018, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+3,0.1496558368206024,2026-07-18 10:46:15.096121,2026-07-18 10:49:43.124099,0 days 00:03:28.027978,0.374011599580449,dinov2_vit_small_14,0.0016538164348951095,0.0002392304350673785,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.14965584874153137, 'val_pixel_academic_AUPRO_smoothed': 0.1496558368206024, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+4,0.14965583384037018,2026-07-18 10:49:43.486869,2026-07-18 10:53:11.859756,0 days 00:03:28.372887,0.27067387427248024,dinov2_vit_small_14,0.002325307178415375,0.0002545020186130887,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.14965583384037018, 'val_pixel_academic_AUPRO_smoothed': 0.14965583384037018, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.08969029547653674}",,COMPLETE
+5,0.1496558368206024,2026-07-18 10:53:12.221169,2026-07-18 10:56:19.280059,0 days 00:03:07.058890,0.2263403597138668,dinov2_vit_small_14,0.0009687103418995235,8.6231969163151e-05,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.14965584874153137, 'val_pixel_academic_AUPRO_smoothed': 0.1496558368206024, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+6,0.4675387144088745,2026-07-18 10:56:19.598218,2026-07-18 10:59:32.080000,0 days 00:03:12.481782,0.23380218045328052,dinov2_vit_small_14,0.0002683895786966393,0.0003027040250078383,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.4675387144088745, 'val_pixel_academic_AUPRO_smoothed': 0.4675387144088745, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+7,0.4349079728126526,2026-07-18 10:59:32.448232,2026-07-18 11:03:04.815089,0 days 00:03:32.366857,0.24278566939764287,dinov2_vit_small_14,0.00018188497243574743,5.654201648940098e-05,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.43724802136421204, 'val_pixel_academic_AUPRO_smoothed': 0.4349079728126526, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+8,0.14965583980083466,2026-07-18 11:03:05.147641,2026-07-18 11:06:31.544468,0 days 00:03:26.396827,0.2595738469481188,dinov2_vit_small_14,0.002563329494229886,9.551250538965527e-05,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.14965584874153137, 'val_pixel_academic_AUPRO_smoothed': 0.14965583980083466, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+9,0.1496558368206024,2026-07-18 11:06:31.888212,2026-07-18 11:10:00.613303,0 days 00:03:28.725091,0.32794420398213164,dinov2_vit_small_14,0.0003821484483841343,6.031729824192194e-05,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.14965584874153137, 'val_pixel_academic_AUPRO_smoothed': 0.1496558368206024, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+10,0.48924290388822556,2026-07-18 11:10:00.966993,2026-07-18 11:14:08.009398,0 days 00:04:07.042405,0.2970973785330903,dinov2_vit_small_14,6.030807589389403e-05,0.0004746775206787618,"{'val_image_AUROC': 0.5212500095367432, 'val_pixel_AUROC': 0.5540579557418823, 'val_pixel_academic_AUPRO': 0.5405142903327942, 'val_pixel_academic_AUPRO_smoothed': 0.48924290388822556, 'val_pixel_industrial_AUPRO': 0.015029196627438068, 'val_precision_efficiency_ratio': 0.12994808382449685}",,COMPLETE
+11,0.4902985319495201,2026-07-18 11:14:08.385812,2026-07-18 11:17:50.589344,0 days 00:03:42.203532,0.29490504179956467,dinov2_vit_small_14,7.307077643600985e-05,0.0004975499503372655,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.5288981795310974, 'val_pixel_academic_AUPRO_smoothed': 0.4902985319495201, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+12,0.4703168720006943,2026-07-18 11:17:50.931563,2026-07-18 11:21:47.381007,0 days 00:03:56.449444,0.30104953927730316,dinov2_vit_small_14,7.589533987417632e-05,0.0004959824825792644,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.508793830871582, 'val_pixel_academic_AUPRO_smoothed': 0.4703168720006943, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+13,0.534497606754303,2026-07-18 11:21:47.734096,2026-07-18 11:25:46.180800,0 days 00:03:58.446704,0.2935283143612788,dinov2_vit_small_14,6.457370922179493e-05,0.00044001929319508246,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.5445510149002075, 'val_pixel_academic_AUPRO_smoothed': 0.534497606754303, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+14,0.48271380364894867,2026-07-18 11:25:46.535057,2026-07-18 11:29:43.880759,0 days 00:03:57.345702,0.2950359113496153,dinov2_vit_small_14,0.00011576040910929751,0.00037225174465829297,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.550021767616272, 'val_pixel_academic_AUPRO_smoothed': 0.48271380364894867, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+15,0.45295044779777527,2026-07-18 11:29:44.228991,2026-07-18 11:33:38.532625,0 days 00:03:54.303634,0.34676385500549717,dinov2_vit_small_14,0.00011989992158601712,0.00037692701763503855,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.45295047760009766, 'val_pixel_academic_AUPRO_smoothed': 0.45295044779777527, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+16,0.5131175458431244,2026-07-18 11:33:38.901407,2026-07-18 11:37:38.439215,0 days 00:03:59.537808,0.39398428024905896,dinov2_vit_small_14,9.486775491778902e-05,0.0001785557272661037,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.5699905157089233, 'val_pixel_academic_AUPRO_smoothed': 0.5131175458431244, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+17,0.5022255718708039,2026-07-18 11:37:38.820842,2026-07-18 11:42:18.747951,0 days 00:04:39.927109,0.39472680624243267,dinov2_vit_small_14,0.0001300870579226949,0.00016004011108205777,"{'val_image_AUROC': 0.875, 'val_pixel_AUROC': 0.7645726799964905, 'val_pixel_academic_AUPRO': 0.5443626642227173, 'val_pixel_academic_AUPRO_smoothed': 0.5022255718708039, 'val_pixel_industrial_AUPRO': 0.11537200957536697, 'val_precision_efficiency_ratio': 0.2690976284327264}",,COMPLETE
+18,0.4467391312122345,2026-07-18 11:42:19.117378,2026-07-18 11:46:15.231632,0 days 00:03:56.114254,0.37266580403077665,dinov2_vit_small_14,0.0002626002756938262,0.00015268385581448018,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.4477102756500244, 'val_pixel_academic_AUPRO_smoothed': 0.4467391312122345, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
+19,0.4814094454050064,2026-07-18 11:46:15.739119,2026-07-18 11:50:05.709747,0 days 00:03:49.970628,0.36112138082216994,dinov2_vit_small_14,9.989127020335238e-05,0.00020950468339436698,"{'val_image_AUROC': 1.0, 'val_pixel_AUROC': 0.49601906538009644, 'val_pixel_academic_AUPRO': 0.5446369647979736, 'val_pixel_academic_AUPRO_smoothed': 0.4814094454050064, 'val_pixel_industrial_AUPRO': 0.013422677293419838, 'val_precision_efficiency_ratio': 0.0896903044069574}",,COMPLETE
diff --git a/sweeps/000005/EfficientAD/best_hyperparams_realsense.json b/sweeps/000005/EfficientAD/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..1991c0bc2aaa2bffc342f352cae713b8881cd819
--- /dev/null
+++ b/sweeps/000005/EfficientAD/best_hyperparams_realsense.json
@@ -0,0 +1,5 @@
+{
+    "model_size": "small",
+    "lr": 1.597172861324083e-05,
+    "weight_decay": 2.44833084583463e-05
+}
\ No newline at end of file
diff --git a/sweeps/000005/EfficientAD/optuna_best_summary.json b/sweeps/000005/EfficientAD/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..d882148fc2427399ae9150a7c66f0a99eb0a0538
--- /dev/null
+++ b/sweeps/000005/EfficientAD/optuna_best_summary.json
@@ -0,0 +1,11 @@
+{
+    "study_name": "box_sb_EfficientAD_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 6,
+    "best_value": 0.36395181715488434,
+    "best_params": {
+        "model_size": "small",
+        "lr": 1.597172861324083e-05,
+        "weight_decay": 2.44833084583463e-05
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000005/EfficientAD/optuna_trials.csv b/sweeps/000005/EfficientAD/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..04621035c2f052d9610145aa5689e943a160db68
--- /dev/null
+++ b/sweeps/000005/EfficientAD/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_lr,params_model_size,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.2457706958055496,2026-07-18 10:58:41.094898,2026-07-18 11:16:54.795492,0 days 00:18:13.700594,0.0001,small,1e-05,"{'val_image_AUROC': 0.6937500238418579, 'val_pixel_AUROC': 0.6908659934997559, 'val_pixel_academic_AUPRO': 0.27951061725616455, 'val_pixel_academic_AUPRO_smoothed': 0.2457706958055496, 'val_pixel_industrial_AUPRO': 0.045457109808921814, 'val_precision_efficiency_ratio': 0.22848282818311522}","{'model_size': 'small', 'lr': 0.0001, 'weight_decay': 1e-05}",COMPLETE
+1,0.28000747859478,2026-07-18 11:16:55.178353,2026-07-18 11:48:38.001045,0 days 00:31:42.822692,0.00012380009267111002,medium,8.049402957144025e-06,"{'val_image_AUROC': 0.7350000143051147, 'val_pixel_AUROC': 0.7015483379364014, 'val_pixel_academic_AUPRO': 0.3258478045463562, 'val_pixel_academic_AUPRO_smoothed': 0.28000747859478, 'val_pixel_industrial_AUPRO': 0.051002174615859985, 'val_precision_efficiency_ratio': 0.28200113733192345}",,COMPLETE
+2,0.26069513261318206,2026-07-18 11:48:38.357613,2026-07-18 12:01:41.032676,0 days 00:13:02.675063,0.0003465464483909031,small,1.5866271787531063e-05,"{'val_image_AUROC': 0.7912499904632568, 'val_pixel_AUROC': 0.7002091407775879, 'val_pixel_academic_AUPRO': 0.2838513255119324, 'val_pixel_academic_AUPRO_smoothed': 0.26069513261318206, 'val_pixel_industrial_AUPRO': 0.07441890239715576, 'val_precision_efficiency_ratio': 0.36276929665801494}",,COMPLETE
+3,0.2520628750324249,2026-07-18 12:01:41.367876,2026-07-18 12:24:02.475026,0 days 00:22:21.107150,0.0001349605473598233,medium,5.390061589301334e-06,"{'val_image_AUROC': 0.7300000190734863, 'val_pixel_AUROC': 0.6902132630348206, 'val_pixel_academic_AUPRO': 0.2908472716808319, 'val_pixel_academic_AUPRO_smoothed': 0.2520628750324249, 'val_pixel_industrial_AUPRO': 0.04934501647949219, 'val_precision_efficiency_ratio': 0.27240613347480025}",,COMPLETE
+4,0.23947891891002654,2026-07-18 12:24:02.781870,2026-07-18 12:36:44.405992,0 days 00:12:41.624122,5.585634518716726e-05,small,7.731701061775863e-06,"{'val_image_AUROC': 0.7450000047683716, 'val_pixel_AUROC': 0.6797398328781128, 'val_pixel_academic_AUPRO': 0.26217010617256165, 'val_pixel_academic_AUPRO_smoothed': 0.23947891891002654, 'val_pixel_industrial_AUPRO': 0.043284621089696884, 'val_precision_efficiency_ratio': 0.2244798611752423}",,COMPLETE
+5,0.27054786384105683,2026-07-18 12:36:44.725553,2026-07-18 12:58:22.439803,0 days 00:21:37.714250,0.00047035709758575005,medium,1.779894861564876e-05,"{'val_image_AUROC': 0.7799999713897705, 'val_pixel_AUROC': 0.7025552988052368, 'val_pixel_academic_AUPRO': 0.33542895317077637, 'val_pixel_academic_AUPRO_smoothed': 0.27054786384105683, 'val_pixel_industrial_AUPRO': 0.06457909196615219, 'val_precision_efficiency_ratio': 0.25749757999791334}",,COMPLETE
+6,0.36395181715488434,2026-07-18 12:58:22.741911,2026-07-18 13:10:47.652835,0 days 00:12:24.910924,1.597172861324083e-05,small,2.44833084583463e-05,"{'val_image_AUROC': 0.7112500071525574, 'val_pixel_AUROC': 0.683466374874115, 'val_pixel_academic_AUPRO': 0.369810551404953, 'val_pixel_academic_AUPRO_smoothed': 0.36395181715488434, 'val_pixel_industrial_AUPRO': 0.05929595232009888, 'val_precision_efficiency_ratio': 0.25884890775053065}",,COMPLETE
+7,0.25941267907619475,2026-07-18 13:10:47.950056,2026-07-18 13:32:29.343187,0 days 00:21:41.393131,0.00031536986772461386,medium,4.330556873718896e-05,"{'val_image_AUROC': 0.6775000095367432, 'val_pixel_AUROC': 0.6870629787445068, 'val_pixel_academic_AUPRO': 0.28674548864364624, 'val_pixel_academic_AUPRO_smoothed': 0.25941267907619475, 'val_pixel_industrial_AUPRO': 0.047832004725933075, 'val_precision_efficiency_ratio': 0.23146416347010548}",,COMPLETE
+8,0.32592254877090454,2026-07-18 13:32:29.768440,2026-07-18 13:54:32.009044,0 days 00:22:02.240604,0.00010675875587058721,medium,1.1704949118671916e-05,"{'val_image_AUROC': 0.7100000381469727, 'val_pixel_AUROC': 0.7024184465408325, 'val_pixel_academic_AUPRO': 0.32592254877090454, 'val_pixel_academic_AUPRO_smoothed': 0.32592254877090454, 'val_pixel_industrial_AUPRO': 0.05724214017391205, 'val_precision_efficiency_ratio': 0.30465505529893067}",,COMPLETE
+9,0.2578857034444809,2026-07-18 13:54:32.312947,2026-07-18 14:06:57.089519,0 days 00:12:24.776572,0.0002278917917293972,small,4.5157811954862606e-05,"{'val_image_AUROC': 0.7637499570846558, 'val_pixel_AUROC': 0.7030957937240601, 'val_pixel_academic_AUPRO': 0.2762240469455719, 'val_pixel_academic_AUPRO_smoothed': 0.2578857034444809, 'val_pixel_industrial_AUPRO': 0.07312111556529999, 'val_precision_efficiency_ratio': 0.2864049439029598}",,COMPLETE
+10,0.26245733350515366,2026-07-18 14:06:57.501210,2026-07-18 14:19:28.516021,0 days 00:12:31.014811,1.217948905433908e-05,small,2.764701008120202e-05,"{'val_image_AUROC': 0.7124999761581421, 'val_pixel_AUROC': 0.6670699119567871, 'val_pixel_academic_AUPRO': 0.3239870071411133, 'val_pixel_academic_AUPRO_smoothed': 0.26245733350515366, 'val_pixel_industrial_AUPRO': 0.05237741395831108, 'val_precision_efficiency_ratio': 0.26379486450169065}",,COMPLETE
+11,0.23815355002880095,2026-07-18 14:19:28.806934,2026-07-18 14:41:59.603997,0 days 00:22:30.797063,1.730949251390268e-05,medium,1.6076704429058382e-05,"{'val_image_AUROC': 0.7124999761581421, 'val_pixel_AUROC': 0.6977139115333557, 'val_pixel_academic_AUPRO': 0.2712155282497406, 'val_pixel_academic_AUPRO_smoothed': 0.23815355002880095, 'val_pixel_industrial_AUPRO': 0.0702713131904602, 'val_precision_efficiency_ratio': 0.31136012025964}",,COMPLETE
+12,0.3476598262786865,2026-07-18 14:41:59.896642,2026-07-18 15:04:22.121853,0 days 00:22:22.225211,3.01867787587022e-05,medium,2.477572455830465e-05,"{'val_image_AUROC': 0.7174999713897705, 'val_pixel_AUROC': 0.698110044002533, 'val_pixel_academic_AUPRO': 0.3476598262786865, 'val_pixel_academic_AUPRO_smoothed': 0.3476598262786865, 'val_pixel_industrial_AUPRO': 0.06290990859270096, 'val_precision_efficiency_ratio': 0.2921441293617959}",,COMPLETE
+13,0.2673942893743515,2026-07-18 15:04:22.420170,2026-07-18 15:16:51.291791,0 days 00:12:28.871621,2.645811895301549e-05,small,2.7553219632358364e-05,"{'val_image_AUROC': 0.7224999666213989, 'val_pixel_AUROC': 0.6857938170433044, 'val_pixel_academic_AUPRO': 0.32550495862960815, 'val_pixel_academic_AUPRO_smoothed': 0.2673942893743515, 'val_pixel_industrial_AUPRO': 0.058476027101278305, 'val_precision_efficiency_ratio': 0.2579543138195661}",,COMPLETE
+14,0.2637864872813225,2026-07-18 15:16:51.593311,2026-07-18 15:39:10.901483,0 days 00:22:19.308172,3.653621492234996e-05,medium,2.6364272095190963e-05,"{'val_image_AUROC': 0.7350000143051147, 'val_pixel_AUROC': 0.7034938335418701, 'val_pixel_academic_AUPRO': 0.2918758988380432, 'val_pixel_academic_AUPRO_smoothed': 0.2637864872813225, 'val_pixel_industrial_AUPRO': 0.06760161370038986, 'val_precision_efficiency_ratio': 0.3067003144567775}",,COMPLETE
+15,0.2212720811367035,2026-07-18 15:39:11.203307,2026-07-18 15:51:44.928248,0 days 00:12:33.724941,1.1103901846248178e-05,small,2.200336445419511e-05,"{'val_image_AUROC': 0.7250000238418579, 'val_pixel_AUROC': 0.66762375831604, 'val_pixel_academic_AUPRO': 0.2912411689758301, 'val_pixel_academic_AUPRO_smoothed': 0.2212720811367035, 'val_pixel_industrial_AUPRO': 0.05506914108991623, 'val_precision_efficiency_ratio': 0.268329803888938}",,COMPLETE
+16,0.23599763214588165,2026-07-18 15:51:45.229613,2026-07-18 16:13:44.288046,0 days 00:21:59.058433,3.420571155033661e-05,small,3.520336000545571e-05,"{'val_image_AUROC': 0.7487499713897705, 'val_pixel_AUROC': 0.6886090040206909, 'val_pixel_academic_AUPRO': 0.2508375644683838, 'val_pixel_academic_AUPRO_smoothed': 0.23599763214588165, 'val_pixel_industrial_AUPRO': 0.047148071229457855, 'val_precision_efficiency_ratio': 0.22410555136328808}",,COMPLETE
+17,0.2592083017031352,2026-07-18 16:13:44.632769,2026-07-18 17:08:07.662878,0 days 00:54:23.030109,2.053980318019721e-05,medium,2.0782200306382682e-05,"{'val_image_AUROC': 0.7149999737739563, 'val_pixel_AUROC': 0.7016875743865967, 'val_pixel_academic_AUPRO': 0.3058977723121643, 'val_pixel_academic_AUPRO_smoothed': 0.2592083017031352, 'val_pixel_industrial_AUPRO': 0.06949800997972488, 'val_precision_efficiency_ratio': 0.32259362526680585}",,COMPLETE
+18,0.331851601600647,2026-07-18 17:08:08.021299,2026-07-18 18:02:36.054202,0 days 00:54:28.032903,5.7146820321636206e-05,medium,3.570161177297665e-05,"{'val_image_AUROC': 0.699999988079071, 'val_pixel_AUROC': 0.7045440673828125, 'val_pixel_academic_AUPRO': 0.331851601600647, 'val_pixel_academic_AUPRO_smoothed': 0.331851601600647, 'val_pixel_industrial_AUPRO': 0.04710885137319565, 'val_precision_efficiency_ratio': 0.20812788026283158}",,COMPLETE
+19,0.35895901918411255,2026-07-18 18:02:36.422229,2026-07-18 18:30:51.468140,0 days 00:28:15.045911,4.956150493725513e-05,small,1.258718568644974e-05,"{'val_image_AUROC': 0.7262499332427979, 'val_pixel_AUROC': 0.6834397315979004, 'val_pixel_academic_AUPRO': 0.35895901918411255, 'val_pixel_academic_AUPRO_smoothed': 0.35895901918411255, 'val_pixel_industrial_AUPRO': 0.046907179057598114, 'val_precision_efficiency_ratio': 0.23885132233363957}",,COMPLETE
diff --git a/sweeps/000005/PadimSmall/best_hyperparams_realsense.json b/sweeps/000005/PadimSmall/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..1a821d02b8ad472928af950c02898fae886814c6
--- /dev/null
+++ b/sweeps/000005/PadimSmall/best_hyperparams_realsense.json
@@ -0,0 +1,9 @@
+{
+    "backbone": "resnet18",
+    "layers": [
+        "layer1",
+        "layer2",
+        "layer3"
+    ],
+    "n_features": 100
+}
\ No newline at end of file
diff --git a/sweeps/000005/PadimSmall/optuna_best_summary.json b/sweeps/000005/PadimSmall/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..93e7d206c04d7958a0c4f55820b7698e2544ae77
--- /dev/null
+++ b/sweeps/000005/PadimSmall/optuna_best_summary.json
@@ -0,0 +1,15 @@
+{
+    "study_name": "box_sb_PadimSmall_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 0,
+    "best_value": 0.4606238901615143,
+    "best_params": {
+        "backbone": "resnet18",
+        "layers": [
+            "layer1",
+            "layer2",
+            "layer3"
+        ],
+        "n_features": 100
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000005/PadimSmall/optuna_trials.csv b/sweeps/000005/PadimSmall/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f08952444ff24bb4ec98e48a3ef854715b497797
--- /dev/null
+++ b/sweeps/000005/PadimSmall/optuna_trials.csv
@@ -0,0 +1,7 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_layers,params_n_features,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.4606238901615143,2026-07-18 06:24:56.239247,2026-07-18 06:25:08.351193,0 days 00:00:12.111946,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003799200057983, 'val_pixel_academic_AUPRO': 0.4606238901615143, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.18332386016845703, 'val_precision_efficiency_ratio': 0.3979903432802322}","{'backbone': 'resnet18', 'layers': ['layer1', 'layer2', 'layer3'], 'n_features': 100}",COMPLETE
+1,0.43304917216300964,2026-07-18 06:25:08.705212,2026-07-18 06:25:21.903655,0 days 00:00:13.198443,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.500309407711029, 'val_pixel_academic_AUPRO': 0.43304917216300964, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.18081355094909668, 'val_precision_efficiency_ratio': 0.4175358425140559}",,COMPLETE
+2,0.4481866657733917,2026-07-18 06:25:23.247927,2026-07-18 06:25:48.136020,0 days 00:00:24.888093,resnet18,"['layer1', 'layer2', 'layer3']",200,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000939965248108, 'val_pixel_academic_AUPRO': 0.4481866657733917, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.1782749891281128, 'val_precision_efficiency_ratio': 0.397769507088037}",,COMPLETE
+3,0.4339297413825989,2026-07-18 06:25:50.805394,2026-07-18 06:26:04.453926,0 days 00:00:13.648532,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001370906829834, 'val_pixel_academic_AUPRO': 0.4339297413825989, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.18328073620796204, 'val_precision_efficiency_ratio': 0.4223742203610841}",,COMPLETE
+4,0.41877153515815735,2026-07-18 06:26:04.939488,2026-07-18 06:26:21.631421,0 days 00:00:16.691933,resnet18,"['layer2', 'layer3']",300,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5, 'val_pixel_academic_AUPRO': 0.41877153515815735, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.19284270703792572, 'val_precision_efficiency_ratio': 0.460496215353068}",,COMPLETE
+5,0.3952372968196869,2026-07-18 06:26:22.128452,2026-07-18 06:26:36.192397,0 days 00:00:14.063945,resnet18,"['layer2', 'layer3']",200,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000713467597961, 'val_pixel_academic_AUPRO': 0.3952372968196869, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.1657407283782959, 'val_precision_efficiency_ratio': 0.4193448586758989}",,COMPLETE
diff --git a/sweeps/000005/Patchcore/best_hyperparams_realsense.json b/sweeps/000005/Patchcore/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..d254b46d7f4b642ba47d2197885978ef049c2bba
--- /dev/null
+++ b/sweeps/000005/Patchcore/best_hyperparams_realsense.json
@@ -0,0 +1,9 @@
+{
+    "backbone": "wide_resnet50_2",
+    "layers": [
+        "layer2",
+        "layer3"
+    ],
+    "coreset_sampling_ratio": 0.050276642304388594,
+    "num_neighbors": 1
+}
\ No newline at end of file
diff --git a/sweeps/000005/Patchcore/optuna_best_summary.json b/sweeps/000005/Patchcore/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..207d49fe8e2a909e5b587769898373826d46eb6c
--- /dev/null
+++ b/sweeps/000005/Patchcore/optuna_best_summary.json
@@ -0,0 +1,15 @@
+{
+    "study_name": "box_sb_Patchcore_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 9,
+    "best_value": 0.4119439125061035,
+    "best_params": {
+        "backbone": "wide_resnet50_2",
+        "layers": [
+            "layer2",
+            "layer3"
+        ],
+        "coreset_sampling_ratio": 0.050276642304388594,
+        "num_neighbors": 1
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000005/Patchcore/optuna_trials.csv b/sweeps/000005/Patchcore/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0c00906673914b39b8277a46a1b652a03cde77c1
--- /dev/null
+++ b/sweeps/000005/Patchcore/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_coreset_sampling_ratio,params_layers,params_num_neighbors,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.4098191261291504,2026-07-18 06:12:53.959049,2026-07-18 06:13:34.484323,0 days 00:00:40.525274,wide_resnet50_2,0.1,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5006259083747864, 'val_pixel_academic_AUPRO': 0.4098191261291504, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06554633378982544, 'val_precision_efficiency_ratio': 0.15993966511257743}","{'backbone': 'wide_resnet50_2', 'layers': ['layer2', 'layer3'], 'coreset_sampling_ratio': 0.1, 'num_neighbors': 9}",COMPLETE
+1,0.40882807970046997,2026-07-18 06:13:34.832343,2026-07-18 06:13:59.266170,0 days 00:00:24.433827,wide_resnet50_2,0.052179474391957165,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001251101493835, 'val_pixel_academic_AUPRO': 0.40882807970046997, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06549352407455444, 'val_precision_efficiency_ratio': 0.16019820390648953}",,COMPLETE
+2,0.4075031280517578,2026-07-18 06:13:59.635290,2026-07-18 06:14:25.465179,0 days 00:00:25.829889,wide_resnet50_2,0.05465048192612482,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001357197761536, 'val_pixel_academic_AUPRO': 0.4075031280517578, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06330590695142746, 'val_precision_efficiency_ratio': 0.15535072639586425}",,COMPLETE
+3,0.4094654619693756,2026-07-18 06:14:25.827576,2026-07-18 06:15:00.034068,0 days 00:00:34.206492,wide_resnet50_2,0.08337218185145749,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003988146781921, 'val_pixel_academic_AUPRO': 0.4094654619693756, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06761842221021652, 'val_precision_efficiency_ratio': 0.1651382802471232}",,COMPLETE
+4,0.4100162088871002,2026-07-18 06:15:00.391571,2026-07-18 06:15:51.848367,0 days 00:00:51.456796,wide_resnet50_2,0.14175504800821137,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5012970566749573, 'val_pixel_academic_AUPRO': 0.4100162088871002, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06262138485908508, 'val_precision_efficiency_ratio': 0.15272904705171828}",,COMPLETE
+5,0.4097047746181488,2026-07-18 06:15:52.199754,2026-07-18 06:16:23.869108,0 days 00:00:31.669354,wide_resnet50_2,0.07626839710238892,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003234148025513, 'val_pixel_academic_AUPRO': 0.4097047746181488, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06652768701314926, 'val_precision_efficiency_ratio': 0.1623795745977188}",,COMPLETE
+6,0.4064882695674896,2026-07-18 06:16:24.209902,2026-07-18 06:16:55.156926,0 days 00:00:30.947024,wide_resnet50_2,0.07247560406725295,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002353191375732, 'val_pixel_academic_AUPRO': 0.4064882695674896, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06328614801168442, 'val_precision_efficiency_ratio': 0.15568997373287535}",,COMPLETE
+7,0.4083039462566376,2026-07-18 06:16:55.514151,2026-07-18 06:17:24.895799,0 days 00:00:29.381648,wide_resnet50_2,0.06674619462991636,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001966953277588, 'val_pixel_academic_AUPRO': 0.4083039462566376, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06349503248929977, 'val_precision_efficiency_ratio': 0.15550923049220364}",,COMPLETE
+8,0.408604234457016,2026-07-18 06:17:25.243941,2026-07-18 06:17:57.600062,0 days 00:00:32.356121,wide_resnet50_2,0.07809845161560097,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003201961517334, 'val_pixel_academic_AUPRO': 0.408604234457016, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06367103010416031, 'val_precision_efficiency_ratio': 0.15582567368341435}",,COMPLETE
+9,0.4119439125061035,2026-07-18 06:17:57.960881,2026-07-18 06:18:22.372885,0 days 00:00:24.412004,wide_resnet50_2,0.050276642304388594,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001065135002136, 'val_pixel_academic_AUPRO': 0.4119439125061035, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06748580187559128, 'val_precision_efficiency_ratio': 0.1638227919549397}",,COMPLETE
+10,0.41051220893859863,2026-07-18 06:18:22.720372,2026-07-18 06:19:13.254317,0 days 00:00:50.533945,wide_resnet50_2,0.138645945368555,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5013329982757568, 'val_pixel_academic_AUPRO': 0.41051220893859863, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.0639207661151886, 'val_precision_efficiency_ratio': 0.15570978091116747}",,COMPLETE
+11,0.408153235912323,2026-07-18 06:19:13.635471,2026-07-18 06:20:05.501437,0 days 00:00:51.865966,wide_resnet50_2,0.14365285977801087,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5014747381210327, 'val_pixel_academic_AUPRO': 0.408153235912323, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06382796168327332, 'val_precision_efficiency_ratio': 0.156382348753409}",,COMPLETE
+12,0.4083455801010132,2026-07-18 06:20:05.839338,2026-07-18 06:20:48.717844,0 days 00:00:42.878506,wide_resnet50_2,0.11323268478719599,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5008683800697327, 'val_pixel_academic_AUPRO': 0.4083455801010132, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06612753123044968, 'val_precision_efficiency_ratio': 0.1619401175202915}",,COMPLETE
+13,0.4090214967727661,2026-07-18 06:20:49.112448,2026-07-18 06:21:29.285075,0 days 00:00:40.172627,wide_resnet50_2,0.10413068771451725,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5007416009902954, 'val_pixel_academic_AUPRO': 0.4090214967727661, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06447804719209671, 'val_precision_efficiency_ratio': 0.1576397517021405}",,COMPLETE
+14,0.40933606028556824,2026-07-18 06:21:29.643825,2026-07-18 06:22:15.684237,0 days 00:00:46.040412,wide_resnet50_2,0.12291192645152565,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5009759068489075, 'val_pixel_academic_AUPRO': 0.40933606028556824, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06495299190282822, 'val_precision_efficiency_ratio': 0.15867889053682338}",,COMPLETE
+15,0.40870049595832825,2026-07-18 06:22:16.029595,2026-07-18 06:22:52.078847,0 days 00:00:36.049252,wide_resnet50_2,0.09012647218697048,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5004198551177979, 'val_pixel_academic_AUPRO': 0.40870049595832825, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.0627383217215538, 'val_precision_efficiency_ratio': 0.1535068401971078}",,COMPLETE
+16,0.4085233807563782,2026-07-18 06:22:52.416064,2026-07-18 06:23:21.400695,0 days 00:00:28.984631,wide_resnet50_2,0.06590979346959101,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001881122589111, 'val_pixel_academic_AUPRO': 0.4085233807563782, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06643003970384598, 'val_precision_efficiency_ratio': 0.16261012914573267}",,COMPLETE
+17,0.4080480635166168,2026-07-18 06:23:21.773149,2026-07-18 06:23:49.806309,0 days 00:00:28.033160,wide_resnet50_2,0.063705261975388,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001794695854187, 'val_pixel_academic_AUPRO': 0.4080480635166168, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06622996181249619, 'val_precision_efficiency_ratio': 0.1623092173057185}",,COMPLETE
+18,0.4090856909751892,2026-07-18 06:23:50.165250,2026-07-18 06:24:26.175549,0 days 00:00:36.010299,wide_resnet50_2,0.0907573542403621,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5004343390464783, 'val_pixel_academic_AUPRO': 0.4090856909751892, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06250788271427155, 'val_precision_efficiency_ratio': 0.1527989956462755}",,COMPLETE
+19,0.4078671336174011,2026-07-18 06:24:26.537576,2026-07-18 06:24:53.223081,0 days 00:00:26.685505,wide_resnet50_2,0.05735242746543647,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001616477966309, 'val_pixel_academic_AUPRO': 0.4078671336174011, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.06658515334129333, 'val_precision_efficiency_ratio': 0.1632520687576494}",,COMPLETE
diff --git a/sweeps/000005/STFPM/best_hyperparams_realsense.json b/sweeps/000005/STFPM/best_hyperparams_realsense.json
new file mode 100644
index 0000000000000000000000000000000000000000..a1df8c85cbca4020cc2d8060689ac85da27c9c3c
--- /dev/null
+++ b/sweeps/000005/STFPM/best_hyperparams_realsense.json
@@ -0,0 +1,10 @@
+{
+    "backbone": "resnet18",
+    "layers": [
+        "layer1",
+        "layer2",
+        "layer3"
+    ],
+    "lr": 0.08237883296019634,
+    "weight_decay": 0.0036402576416659366
+}
\ No newline at end of file
diff --git a/sweeps/000005/STFPM/optuna_best_summary.json b/sweeps/000005/STFPM/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..a9564e335d4242421b2d4f8eac102e0652200f32
--- /dev/null
+++ b/sweeps/000005/STFPM/optuna_best_summary.json
@@ -0,0 +1,16 @@
+{
+    "study_name": "box_sb_STFPM_realsense",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 3,
+    "best_value": 0.569468331336975,
+    "best_params": {
+        "backbone": "resnet18",
+        "layers": [
+            "layer1",
+            "layer2",
+            "layer3"
+        ],
+        "lr": 0.08237883296019634,
+        "weight_decay": 0.0036402576416659366
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000005/STFPM/optuna_trials.csv b/sweeps/000005/STFPM/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3ae78f85e8316a1dd348666bd5b12d97f406a4f3
--- /dev/null
+++ b/sweeps/000005/STFPM/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_layers,params_lr,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.5508993029594421,2026-07-18 09:18:28.158197,2026-07-18 09:23:11.594405,0 days 00:04:43.436208,resnet18,"['layer1', 'layer2', 'layer3']",0.4,0.001,"{'val_image_AUROC': 0.9125000238418579, 'val_pixel_AUROC': 0.77828049659729, 'val_pixel_academic_AUPRO': 0.590811550617218, 'val_pixel_academic_AUPRO_smoothed': 0.5508993029594421, 'val_pixel_industrial_AUPRO': 0.11932548135519028, 'val_precision_efficiency_ratio': 0.2321620229222307}","{'backbone': 'resnet18', 'layers': ['layer1', 'layer2', 'layer3'], 'lr': 0.4, 'weight_decay': 0.001}",COMPLETE
+1,0.446025413274765,2026-07-18 09:23:11.963236,2026-07-18 09:27:49.245039,0 days 00:04:37.281803,resnet18,"['layer2', 'layer3']",0.16388081655548334,0.0017591380329600194,"{'val_image_AUROC': 0.8550000190734863, 'val_pixel_AUROC': 0.7971022725105286, 'val_pixel_academic_AUPRO': 0.47278353571891785, 'val_pixel_academic_AUPRO_smoothed': 0.446025413274765, 'val_pixel_industrial_AUPRO': 0.08173828572034836, 'val_precision_efficiency_ratio': 0.19730974036909907}",,COMPLETE
+2,0.44848836660385133,2026-07-18 09:27:49.688218,2026-07-18 09:32:27.870832,0 days 00:04:38.182614,resnet18,"['layer2', 'layer3']",0.19720525060021227,0.0008102725472719757,"{'val_image_AUROC': 0.9275000095367432, 'val_pixel_AUROC': 0.79683917760849, 'val_pixel_academic_AUPRO': 0.47283652424812317, 'val_pixel_academic_AUPRO_smoothed': 0.44848836660385133, 'val_pixel_industrial_AUPRO': 0.06145479530096054, 'val_precision_efficiency_ratio': 0.15043881254000663}",,COMPLETE
+3,0.569468331336975,2026-07-18 09:32:28.256457,2026-07-18 09:37:10.739400,0 days 00:04:42.482943,resnet18,"['layer1', 'layer2', 'layer3']",0.08237883296019634,0.0036402576416659366,"{'val_image_AUROC': 0.9075000286102295, 'val_pixel_AUROC': 0.7921640872955322, 'val_pixel_academic_AUPRO': 0.5926918983459473, 'val_pixel_academic_AUPRO_smoothed': 0.569468331336975, 'val_pixel_industrial_AUPRO': 0.1190660297870636, 'val_precision_efficiency_ratio': 0.23592546697994324}",,COMPLETE
+4,0.5417022705078125,2026-07-18 09:37:11.166171,2026-07-18 09:41:57.144234,0 days 00:04:45.978063,resnet18,"['layer1', 'layer2', 'layer3']",0.22579139428672634,0.0005146378598958834,"{'val_image_AUROC': 0.9099999666213989, 'val_pixel_AUROC': 0.8127282857894897, 'val_pixel_academic_AUPRO': 0.5643405318260193, 'val_pixel_academic_AUPRO_smoothed': 0.5417022705078125, 'val_pixel_industrial_AUPRO': 0.16164638102054596, 'val_precision_efficiency_ratio': 0.29401274977073416}",,COMPLETE
+5,0.5668447852134705,2026-07-18 09:41:57.544446,2026-07-18 09:46:38.109099,0 days 00:04:40.564653,resnet18,"['layer1', 'layer2', 'layer3']",0.4607584768970211,0.0009631846491484238,"{'val_image_AUROC': 0.8700000047683716, 'val_pixel_AUROC': 0.7813432216644287, 'val_pixel_academic_AUPRO': 0.5853478908538818, 'val_pixel_academic_AUPRO_smoothed': 0.5668447852134705, 'val_pixel_industrial_AUPRO': 0.11817710101604462, 'val_precision_efficiency_ratio': 0.22077065518579492}",,COMPLETE
+6,0.532021164894104,2026-07-18 09:46:38.527122,2026-07-18 09:51:19.309055,0 days 00:04:40.781933,resnet18,"['layer1', 'layer2', 'layer3']",0.5153183013294477,0.0015416607629431542,"{'val_image_AUROC': 0.7250000238418579, 'val_pixel_AUROC': 0.6999826431274414, 'val_pixel_academic_AUPRO': 0.5652809739112854, 'val_pixel_academic_AUPRO_smoothed': 0.532021164894104, 'val_pixel_industrial_AUPRO': 0.13600875437259674, 'val_precision_efficiency_ratio': 0.33087469977141737}",,COMPLETE
+7,0.48350709676742554,2026-07-18 09:51:19.696780,2026-07-18 09:56:02.881989,0 days 00:04:43.185209,resnet18,"['layer2', 'layer3']",0.39924999827323604,0.0017385582000059257,"{'val_image_AUROC': 0.8025000095367432, 'val_pixel_AUROC': 0.7649969458580017, 'val_pixel_academic_AUPRO': 0.5431265234947205, 'val_pixel_academic_AUPRO_smoothed': 0.48350709676742554, 'val_pixel_industrial_AUPRO': 0.09595868736505508, 'val_precision_efficiency_ratio': 0.23993908298305075}",,COMPLETE
+8,0.5426289916038514,2026-07-18 09:56:03.258662,2026-07-18 10:00:47.273575,0 days 00:04:44.014913,resnet18,"['layer1', 'layer2', 'layer3']",0.14907600965116563,0.002907334527253455,"{'val_image_AUROC': 0.8675000071525574, 'val_pixel_AUROC': 0.7769213914871216, 'val_pixel_academic_AUPRO': 0.5675510168075562, 'val_pixel_academic_AUPRO_smoothed': 0.5426289916038514, 'val_pixel_industrial_AUPRO': 0.20383316278457642, 'val_precision_efficiency_ratio': 0.3659551321584041}",,COMPLETE
+9,0.548729133605957,2026-07-18 10:00:47.689824,2026-07-18 10:05:34.055826,0 days 00:04:46.366002,resnet18,"['layer1', 'layer2', 'layer3']",0.0775855630442149,0.0011011571319766746,"{'val_image_AUROC': 0.9075000286102295, 'val_pixel_AUROC': 0.8028213977813721, 'val_pixel_academic_AUPRO': 0.5738841891288757, 'val_pixel_academic_AUPRO_smoothed': 0.548729133605957, 'val_pixel_industrial_AUPRO': 0.12140430510044098, 'val_precision_efficiency_ratio': 0.2245613266234815}",,COMPLETE
+10,0.4583896577358246,2026-07-18 10:05:34.434685,2026-07-18 10:10:10.881517,0 days 00:04:36.446832,resnet18,"['layer2', 'layer3']",0.05039837624567236,0.0042610446245625495,"{'val_image_AUROC': 0.9049999713897705, 'val_pixel_AUROC': 0.7934901714324951, 'val_pixel_academic_AUPRO': 0.4791472256183624, 'val_pixel_academic_AUPRO_smoothed': 0.4583896577358246, 'val_pixel_industrial_AUPRO': 0.06403078138828278, 'val_precision_efficiency_ratio': 0.14888026065244464}",,COMPLETE
+11,0.553147292137146,2026-07-18 10:10:11.245528,2026-07-18 10:14:54.855486,0 days 00:04:43.609958,resnet18,"['layer1', 'layer2', 'layer3']",0.08616406251354841,0.004448802530961355,"{'val_image_AUROC': 0.8949999809265137, 'val_pixel_AUROC': 0.7735533714294434, 'val_pixel_academic_AUPRO': 0.5915102362632751, 'val_pixel_academic_AUPRO_smoothed': 0.553147292137146, 'val_pixel_industrial_AUPRO': 0.10853324085474014, 'val_precision_efficiency_ratio': 0.20374306855215624}",,COMPLETE
+12,0.5389981985092163,2026-07-18 10:14:55.250373,2026-07-18 10:19:39.720815,0 days 00:04:44.470442,resnet18,"['layer1', 'layer2', 'layer3']",0.2822613920425603,0.00266973727881509,"{'val_image_AUROC': 0.6524999737739563, 'val_pixel_AUROC': 0.7254323959350586, 'val_pixel_academic_AUPRO': 0.5730901956558228, 'val_pixel_academic_AUPRO_smoothed': 0.5389981985092163, 'val_pixel_industrial_AUPRO': 0.17544688284397125, 'val_precision_efficiency_ratio': 0.35932107169959376}",,COMPLETE
+13,0.5445457577705384,2026-07-18 10:19:40.087912,2026-07-18 10:24:22.600434,0 days 00:04:42.512522,resnet18,"['layer1', 'layer2', 'layer3']",0.10911697558159761,0.0005252138582665365,"{'val_image_AUROC': 0.9075000286102295, 'val_pixel_AUROC': 0.7680449485778809, 'val_pixel_academic_AUPRO': 0.5806549191474915, 'val_pixel_academic_AUPRO_smoothed': 0.5445457577705384, 'val_pixel_industrial_AUPRO': 0.112680584192276, 'val_precision_efficiency_ratio': 0.2210563629462512}",,COMPLETE
+14,0.5532221078872681,2026-07-18 10:24:23.038907,2026-07-18 10:29:05.386763,0 days 00:04:42.347856,resnet18,"['layer1', 'layer2', 'layer3']",0.05154218694817953,0.002621515966029595,"{'val_image_AUROC': 0.9075000286102295, 'val_pixel_AUROC': 0.7827455401420593, 'val_pixel_academic_AUPRO': 0.5730717182159424, 'val_pixel_academic_AUPRO_smoothed': 0.5532221078872681, 'val_pixel_industrial_AUPRO': 0.10192599147558212, 'val_precision_efficiency_ratio': 0.2099166402179063}",,COMPLETE
+15,0.5449827432632446,2026-07-18 10:29:05.785514,2026-07-18 10:33:46.852808,0 days 00:04:41.067294,resnet18,"['layer1', 'layer2', 'layer3']",0.5771716700324252,0.0007665094572992456,"{'val_image_AUROC': 0.872499942779541, 'val_pixel_AUROC': 0.8017402291297913, 'val_pixel_academic_AUPRO': 0.5650841593742371, 'val_pixel_academic_AUPRO_smoothed': 0.5449827432632446, 'val_pixel_industrial_AUPRO': 0.12465266138315201, 'val_precision_efficiency_ratio': 0.23154930658924017}",,COMPLETE
+16,0.5447664380073547,2026-07-18 10:33:47.260985,2026-07-18 10:38:26.231573,0 days 00:04:38.970588,resnet18,"['layer1', 'layer2', 'layer3']",0.27566301550673195,0.003569293360053436,"{'val_image_AUROC': 0.8924999833106995, 'val_pixel_AUROC': 0.7376604080200195, 'val_pixel_academic_AUPRO': 0.5890889763832092, 'val_pixel_academic_AUPRO_smoothed': 0.5447664380073547, 'val_pixel_industrial_AUPRO': 0.17159733176231384, 'val_precision_efficiency_ratio': 0.34072563775276216}",,COMPLETE
+17,0.5510199666023254,2026-07-18 10:38:26.738899,2026-07-18 10:42:59.613524,0 days 00:04:32.874625,resnet18,"['layer1', 'layer2', 'layer3']",0.12061247685384603,0.0013304896849816487,"{'val_image_AUROC': 0.9074999690055847, 'val_pixel_AUROC': 0.7956472635269165, 'val_pixel_academic_AUPRO': 0.5703011751174927, 'val_pixel_academic_AUPRO_smoothed': 0.5510199666023254, 'val_pixel_industrial_AUPRO': 0.14809703826904297, 'val_precision_efficiency_ratio': 0.2665383672613387}",,COMPLETE
+18,0.4640295922756195,2026-07-18 10:42:59.967338,2026-07-18 10:47:30.309200,0 days 00:04:30.341862,resnet18,"['layer2', 'layer3']",0.06495293405878547,0.0019703365665362928,"{'val_image_AUROC': 0.9150000214576721, 'val_pixel_AUROC': 0.7914571762084961, 'val_pixel_academic_AUPRO': 0.4848845601081848, 'val_pixel_academic_AUPRO_smoothed': 0.4640295922756195, 'val_pixel_industrial_AUPRO': 0.07308010756969452, 'val_precision_efficiency_ratio': 0.17187675229845484}",,COMPLETE
+19,0.5511698722839355,2026-07-18 10:47:30.676959,2026-07-18 10:52:06.635621,0 days 00:04:35.958662,resnet18,"['layer1', 'layer2', 'layer3']",0.35434998311970184,0.0021901545463085662,"{'val_image_AUROC': 0.7950000166893005, 'val_pixel_AUROC': 0.6924058198928833, 'val_pixel_academic_AUPRO': 0.5680489540100098, 'val_pixel_academic_AUPRO_smoothed': 0.5511698722839355, 'val_pixel_industrial_AUPRO': 0.08269879966974258, 'val_precision_efficiency_ratio': 0.22865135551742655}",,COMPLETE
diff --git a/sweeps/000006/AnomalyDINO/best_hyperparams_zivid.json b/sweeps/000006/AnomalyDINO/best_hyperparams_zivid.json
new file mode 100644
index 0000000000000000000000000000000000000000..438b74adc00437d226904e808bfefab37229ea02
--- /dev/null
+++ b/sweeps/000006/AnomalyDINO/best_hyperparams_zivid.json
@@ -0,0 +1,7 @@
+{
+    "backbone": "vit_base_patch14",
+    "num_neighbors": 5,
+    "masking": false,
+    "coreset_subsampling": true,
+    "sampling_ratio": 0.4957763587282007
+}
\ No newline at end of file
diff --git a/sweeps/000006/AnomalyDINO/optuna_best_summary.json b/sweeps/000006/AnomalyDINO/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..39cecaf8bdcd9f7e008c40653ba2b349a7b87b10
--- /dev/null
+++ b/sweeps/000006/AnomalyDINO/optuna_best_summary.json
@@ -0,0 +1,13 @@
+{
+    "study_name": "box_sb_AnomalyDINO_zivid",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 15,
+    "best_value": 0.9197012186050415,
+    "best_params": {
+        "backbone": "vit_base_patch14",
+        "num_neighbors": 5,
+        "masking": false,
+        "coreset_subsampling": true,
+        "sampling_ratio": 0.4957763587282007
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000006/AnomalyDINO/optuna_trials.csv b/sweeps/000006/AnomalyDINO/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..238c28bde9749c41fb4a39034f8e7cec1410684a
--- /dev/null
+++ b/sweeps/000006/AnomalyDINO/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_coreset_subsampling,params_masking,params_num_neighbors,params_sampling_ratio,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.9155434966087341,2026-07-19 18:35:26.703224,2026-07-19 18:44:19.655295,0 days 00:08:52.952071,vit_base_patch14,True,False,3,1.0,"{'val_image_AUROC': 0.9419642090797424, 'val_pixel_AUROC': 0.9848532676696777, 'val_pixel_academic_AUPRO': 0.9155434966087341, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6538859605789185, 'val_precision_efficiency_ratio': 0.7142052376549867}","{'backbone': 'vit_base_patch14', 'num_neighbors': 3, 'masking': False, 'coreset_subsampling': True, 'sampling_ratio': 1.0}",COMPLETE
+1,0.9171677231788635,2026-07-19 18:44:19.956112,2026-07-19 18:46:52.579000,0 days 00:02:32.622888,vit_base_patch14,True,False,1,0.24409233112063827,"{'val_image_AUROC': 0.9419642090797424, 'val_pixel_AUROC': 0.985073447227478, 'val_pixel_academic_AUPRO': 0.9171677231788635, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6531963348388672, 'val_precision_efficiency_ratio': 0.712188532512807}",,COMPLETE
+2,0.5089917182922363,2026-07-19 18:46:52.873902,2026-07-19 18:47:24.842836,0 days 00:00:31.968934,vit_base_patch14,True,True,5,0.10165290566979247,"{'val_image_AUROC': 0.9151785969734192, 'val_pixel_AUROC': 0.39770805835723877, 'val_pixel_academic_AUPRO': 0.5089917182922363, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4330836534500122, 'val_precision_efficiency_ratio': 0.8508658154657014}",,COMPLETE
+3,0.9163728952407837,2026-07-19 18:47:25.133519,2026-07-19 18:54:43.688866,0 days 00:07:18.555347,vit_base_patch14,True,False,1,0.814028301767204,"{'val_image_AUROC': 0.9419642090797424, 'val_pixel_AUROC': 0.9848452806472778, 'val_pixel_academic_AUPRO': 0.9163728952407837, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.653351366519928, 'val_precision_efficiency_ratio': 0.7129754381792961}",,COMPLETE
+4,0.9150891304016113,2026-07-19 18:54:44.023944,2026-07-19 19:01:16.314506,0 days 00:06:32.290562,vit_base_patch14,True,False,3,0.7214235194017142,"{'val_image_AUROC': 0.9374999403953552, 'val_pixel_AUROC': 0.9848219156265259, 'val_pixel_academic_AUPRO': 0.9150891304016113, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6540082097053528, 'val_precision_efficiency_ratio': 0.7146934522305207}",,COMPLETE
+5,0.9139870405197144,2026-07-19 19:01:16.608552,2026-07-19 19:02:40.390086,0 days 00:01:23.781534,vit_base_patch14,True,False,1,0.11132457647928332,"{'val_image_AUROC': 0.9419642090797424, 'val_pixel_AUROC': 0.9843111038208008, 'val_pixel_academic_AUPRO': 0.9139870405197144, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6418989300727844, 'val_precision_efficiency_ratio': 0.7023063803046766}",,COMPLETE
+6,0.9191103577613831,2026-07-19 19:02:40.693960,2026-07-19 19:05:51.209199,0 days 00:03:10.515239,vit_base_patch14,True,False,5,0.32300059729671343,"{'val_image_AUROC': 0.9419642090797424, 'val_pixel_AUROC': 0.9850558042526245, 'val_pixel_academic_AUPRO': 0.9191103577613831, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6668204665184021, 'val_precision_efficiency_ratio': 0.7255064213861467}",,COMPLETE
+7,0.9145734310150146,2026-07-19 19:05:51.522249,2026-07-19 19:07:14.819242,0 days 00:01:23.296993,vit_base_patch14,True,False,1,0.1084964410604049,"{'val_image_AUROC': 0.9419642090797424, 'val_pixel_AUROC': 0.9843052625656128, 'val_pixel_academic_AUPRO': 0.9145734310150146, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.644020676612854, 'val_precision_efficiency_ratio': 0.7041760177726845}",,COMPLETE
+8,0.9176351428031921,2026-07-19 19:07:15.144063,2026-07-19 19:10:17.524811,0 days 00:03:02.380748,vit_base_patch14,True,False,5,0.30394719168956724,"{'val_image_AUROC': 0.9374999403953552, 'val_pixel_AUROC': 0.9849192500114441, 'val_pixel_academic_AUPRO': 0.9176351428031921, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6580091714859009, 'val_precision_efficiency_ratio': 0.7170705880725254}",,COMPLETE
+9,0.5066892504692078,2026-07-19 19:10:17.823016,2026-07-19 19:10:47.020628,0 days 00:00:29.197612,vit_base_patch14,True,True,3,0.07493486460910444,"{'val_image_AUROC': 0.9151785969734192, 'val_pixel_AUROC': 0.3970910906791687, 'val_pixel_academic_AUPRO': 0.5066892504692078, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4310404360294342, 'val_precision_efficiency_ratio': 0.85069978419767}",,COMPLETE
+10,0.5130907893180847,2026-07-19 19:10:47.330420,2026-07-19 19:11:45.790964,0 days 00:00:58.460544,vit_base_patch14,True,True,5,0.3598400988990067,"{'val_image_AUROC': 0.9151785969734192, 'val_pixel_AUROC': 0.39933842420578003, 'val_pixel_academic_AUPRO': 0.5130907893180847, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4385036826133728, 'val_precision_efficiency_ratio': 0.8546317566841518}",,COMPLETE
+11,0.9163000583648682,2026-07-19 19:11:46.095275,2026-07-19 19:14:38.948497,0 days 00:02:52.853222,vit_base_patch14,True,False,5,0.28764856520797794,"{'val_image_AUROC': 0.9374999403953552, 'val_pixel_AUROC': 0.9846710562705994, 'val_pixel_academic_AUPRO': 0.9163000583648682, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.649075448513031, 'val_precision_efficiency_ratio': 0.7083656086100247}",,COMPLETE
+12,0.9162248969078064,2026-07-19 19:14:39.240573,2026-07-19 19:19:09.313427,0 days 00:04:30.072854,vit_base_patch14,True,False,5,0.4804015062833304,"{'val_image_AUROC': 0.9374999403953552, 'val_pixel_AUROC': 0.984886884689331, 'val_pixel_academic_AUPRO': 0.9162248969078064, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6572425961494446, 'val_precision_efficiency_ratio': 0.7173376300595972}",,COMPLETE
+13,0.9173466563224792,2026-07-19 19:19:09.666829,2026-07-19 19:21:19.936716,0 days 00:02:10.269887,vit_base_patch14,True,False,5,0.20302526142771052,"{'val_image_AUROC': 0.9419642090797424, 'val_pixel_AUROC': 0.9851757287979126, 'val_pixel_academic_AUPRO': 0.9173466563224792, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6541902422904968, 'val_precision_efficiency_ratio': 0.713133075464687}",,COMPLETE
+14,0.5106384754180908,2026-07-19 19:21:20.243073,2026-07-19 19:21:59.531178,0 days 00:00:39.288105,vit_base_patch14,True,True,5,0.17199050181153314,"{'val_image_AUROC': 0.9196428656578064, 'val_pixel_AUROC': 0.39838820695877075, 'val_pixel_academic_AUPRO': 0.5106384754180908, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.43735191226005554, 'val_precision_efficiency_ratio': 0.8564805303830051}",,COMPLETE
+15,0.9197012186050415,2026-07-19 19:21:59.827595,2026-07-19 19:26:37.461214,0 days 00:04:37.633619,vit_base_patch14,True,False,5,0.4957763587282007,"{'val_image_AUROC': 0.9419642090797424, 'val_pixel_AUROC': 0.9850335121154785, 'val_pixel_academic_AUPRO': 0.9197012186050415, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6673405766487122, 'val_precision_efficiency_ratio': 0.7256058414937214}",,COMPLETE
+16,0.9166944622993469,2026-07-19 19:26:37.763138,2026-07-19 19:31:18.761920,0 days 00:04:40.998782,vit_base_patch14,True,False,5,0.5020342852849119,"{'val_image_AUROC': 0.9419642090797424, 'val_pixel_AUROC': 0.9849250316619873, 'val_pixel_academic_AUPRO': 0.9166944622993469, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.660310685634613, 'val_precision_efficiency_ratio': 0.7203170879622793}",,COMPLETE
+17,0.9162758588790894,2026-07-19 19:31:19.071737,2026-07-19 19:35:51.624575,0 days 00:04:32.552838,vit_base_patch14,True,False,5,0.48505609160704655,"{'val_image_AUROC': 0.9374999403953552, 'val_pixel_AUROC': 0.9847872257232666, 'val_pixel_academic_AUPRO': 0.9162758588790894, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6532995104789734, 'val_precision_efficiency_ratio': 0.7129943500619741}",,COMPLETE
+18,0.5130382180213928,2026-07-19 19:35:51.921481,2026-07-19 19:36:52.476380,0 days 00:01:00.554899,vit_base_patch14,True,True,5,0.38119632660915376,"{'val_image_AUROC': 0.9196428656578064, 'val_pixel_AUROC': 0.3993067741394043, 'val_pixel_academic_AUPRO': 0.5130382180213928, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.43942731618881226, 'val_precision_efficiency_ratio': 0.8565196524413486}",,COMPLETE
+19,0.9166707396507263,2026-07-19 19:36:52.775259,2026-07-19 19:38:42.416626,0 days 00:01:49.641367,vit_base_patch14,True,False,3,0.16207451367184134,"{'val_image_AUROC': 0.9374999403953552, 'val_pixel_AUROC': 0.9845446944236755, 'val_pixel_academic_AUPRO': 0.9166707396507263, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6521472334861755, 'val_precision_efficiency_ratio': 0.7114301845553174}",,COMPLETE
diff --git a/sweeps/000006/Dinomaly/best_hyperparams_zivid.json b/sweeps/000006/Dinomaly/best_hyperparams_zivid.json
new file mode 100644
index 0000000000000000000000000000000000000000..1a14cbb244c8b0d66a046c0650b87503b13a8c8e
--- /dev/null
+++ b/sweeps/000006/Dinomaly/best_hyperparams_zivid.json
@@ -0,0 +1,6 @@
+{
+    "encoder_name": "dinov2_vit_small_14",
+    "bottleneck_dropout": 0.27013135671221944,
+    "lr": 0.00010551633072428106,
+    "weight_decay": 0.00011524548523801898
+}
\ No newline at end of file
diff --git a/sweeps/000006/Dinomaly/optuna_best_summary.json b/sweeps/000006/Dinomaly/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..6327d2dfd65aa97b0a26342534752b44df358c23
--- /dev/null
+++ b/sweeps/000006/Dinomaly/optuna_best_summary.json
@@ -0,0 +1,12 @@
+{
+    "study_name": "box_sb_Dinomaly_zivid",
+    "objective_metric": "val_pixel_academic_AUPRO_smoothed",
+    "best_trial_number": 5,
+    "best_value": 0.6904622316360474,
+    "best_params": {
+        "encoder_name": "dinov2_vit_small_14",
+        "bottleneck_dropout": 0.27013135671221944,
+        "lr": 0.00010551633072428106,
+        "weight_decay": 0.00011524548523801898
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000006/Dinomaly/optuna_trials.csv b/sweeps/000006/Dinomaly/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c62bbc856b5258bc0d6830809c6d66a2a614d44a
--- /dev/null
+++ b/sweeps/000006/Dinomaly/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_bottleneck_dropout,params_encoder_name,params_lr,params_weight_decay,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.2816409766674042,2026-07-20 19:41:28.482864,2026-07-20 19:46:44.398484,0 days 00:05:15.915620,0.2,dinov2_vit_small_14,0.002,0.0001,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.2816409766674042, 'val_pixel_academic_AUPRO_smoothed': 0.2816409766674042, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}","{'encoder_name': 'dinov2_vit_small_14', 'bottleneck_dropout': 0.2, 'lr': 0.002, 'weight_decay': 0.0001}",COMPLETE
+1,0.2816409766674042,2026-07-20 19:46:44.862102,2026-07-20 19:51:56.901843,0 days 00:05:12.039741,0.3289721896332073,dinov2_vit_small_14,0.0011891399509372104,0.00011422481363117138,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.2816409766674042, 'val_pixel_academic_AUPRO_smoothed': 0.2816409766674042, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+2,0.2816409766674042,2026-07-20 19:51:57.265223,2026-07-20 19:57:08.897199,0 days 00:05:11.631976,0.21768766045688404,dinov2_vit_small_14,0.00028943242619025974,8.71728997003618e-05,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.2816409766674042, 'val_pixel_academic_AUPRO_smoothed': 0.2816409766674042, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+3,0.6688108444213867,2026-07-20 19:57:09.333563,2026-07-20 20:02:22.127245,0 days 00:05:12.793682,0.37482431356141044,dinov2_vit_small_14,0.0002822088572845987,0.00010272806558018647,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.6825569272041321, 'val_pixel_academic_AUPRO_smoothed': 0.6688108444213867, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094580829842175}",,COMPLETE
+4,0.2816409766674042,2026-07-20 20:02:22.598095,2026-07-20 20:07:33.330089,0 days 00:05:10.731994,0.22707208317051927,dinov2_vit_small_14,0.0005268249479711466,5.558429115556414e-05,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.2816409766674042, 'val_pixel_academic_AUPRO_smoothed': 0.2816409766674042, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+5,0.6904622316360474,2026-07-20 20:07:33.675745,2026-07-20 20:12:49.606308,0 days 00:05:15.930563,0.27013135671221944,dinov2_vit_small_14,0.00010551633072428106,0.00011524548523801898,"{'val_image_AUROC': 0.07142859697341919, 'val_pixel_AUROC': 0.36317330598831177, 'val_pixel_academic_AUPRO': 0.7023029327392578, 'val_pixel_academic_AUPRO_smoothed': 0.6904622316360474, 'val_pixel_industrial_AUPRO': 0.029888231307268143, 'val_precision_efficiency_ratio': 0.16965112651889785}",,COMPLETE
+6,0.6884037852287292,2026-07-20 20:12:49.962555,2026-07-20 20:18:05.859030,0 days 00:05:15.896475,0.20829668128389578,dinov2_vit_small_14,0.0001114424855175217,8.651524618358293e-05,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.6966724991798401, 'val_pixel_academic_AUPRO_smoothed': 0.6884037852287292, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+7,0.2816409766674042,2026-07-20 20:18:06.231437,2026-07-20 20:23:14.006999,0 days 00:05:07.775562,0.23132196544214415,dinov2_vit_small_14,0.0008407818964975918,6.902831425243396e-05,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.2816409766674042, 'val_pixel_academic_AUPRO_smoothed': 0.2816409766674042, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+8,0.2816409766674042,2026-07-20 20:23:14.359031,2026-07-20 20:28:25.594546,0 days 00:05:11.235515,0.2874047652032002,dinov2_vit_small_14,0.0006123594800679077,5.1819633172729206e-05,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.2816409766674042, 'val_pixel_academic_AUPRO_smoothed': 0.2816409766674042, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+9,0.2816409766674042,2026-07-20 20:28:25.956077,2026-07-20 20:33:34.791673,0 days 00:05:08.835596,0.24717405095288722,dinov2_vit_small_14,0.0014049382140301034,0.0003395114523308098,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.2816409766674042, 'val_pixel_academic_AUPRO_smoothed': 0.2816409766674042, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+10,0.6545260548591614,2026-07-20 20:33:35.167291,2026-07-20 20:38:48.825465,0 days 00:05:13.658174,0.3929559273947002,dinov2_vit_small_14,0.00010019698564692649,0.00020480560003152863,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.6734473705291748, 'val_pixel_academic_AUPRO_smoothed': 0.6545260548591614, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+11,0.6793730556964874,2026-07-20 20:38:49.252713,2026-07-20 20:44:02.631697,0 days 00:05:13.378984,0.2807156467351326,dinov2_vit_small_14,6.506975500012692e-05,0.0001636905825144748,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.6888007521629333, 'val_pixel_academic_AUPRO_smoothed': 0.6793730556964874, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+12,0.6790744066238403,2026-07-20 20:44:02.975359,2026-07-20 20:49:19.033602,0 days 00:05:16.058243,0.27202904412847173,dinov2_vit_small_14,0.00013849194654522675,0.00015481884433075866,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.6926161646842957, 'val_pixel_academic_AUPRO_smoothed': 0.6790744066238403, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+13,0.6726921796798706,2026-07-20 20:49:19.396347,2026-07-20 20:54:33.154306,0 days 00:05:13.757959,0.257704316828111,dinov2_vit_small_14,0.00016281260601006917,0.00027291291346072144,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.6726921796798706, 'val_pixel_academic_AUPRO_smoothed': 0.6726921796798706, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+14,0.6537050604820251,2026-07-20 20:54:33.522566,2026-07-20 20:59:47.796730,0 days 00:05:14.274164,0.30722474577376935,dinov2_vit_small_14,6.458620050269983e-05,0.0001459517827925029,"{'val_image_AUROC': 0.4151785671710968, 'val_pixel_AUROC': 0.5942534804344177, 'val_pixel_academic_AUPRO': 0.663467526435852, 'val_pixel_academic_AUPRO_smoothed': 0.6537050604820251, 'val_pixel_industrial_AUPRO': 0.011306424625217915, 'val_precision_efficiency_ratio': 0.11489313243070193}",,COMPLETE
+15,0.6727681756019592,2026-07-20 20:59:48.133543,2026-07-20 21:04:39.483785,0 days 00:04:51.350242,0.33949824633790004,dinov2_vit_small_14,0.00022609976401271275,7.047936131884865e-05,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.6897352933883667, 'val_pixel_academic_AUPRO_smoothed': 0.6727681756019592, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+16,0.6625543832778931,2026-07-20 21:04:39.801952,2026-07-20 21:09:55.728175,0 days 00:05:15.926223,0.20377338639899994,dinov2_vit_small_14,0.00010660425905075091,0.00022701717683289876,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.5040717124938965, 'val_pixel_academic_AUPRO': 0.7077771425247192, 'val_pixel_academic_AUPRO_smoothed': 0.6625543832778931, 'val_pixel_industrial_AUPRO': 0.026901476085186005, 'val_precision_efficiency_ratio': 0.2548276851601305}",,COMPLETE
+17,0.6844316919644674,2026-07-20 21:09:56.128406,2026-07-20 21:15:10.731390,0 days 00:05:14.602984,0.2475482904745773,dinov2_vit_small_14,0.00019531587958806205,7.457225292306929e-05,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.7194711565971375, 'val_pixel_academic_AUPRO_smoothed': 0.6844316919644674, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+18,0.6569156646728516,2026-07-20 21:15:11.092914,2026-07-20 21:20:30.082000,0 days 00:05:18.989086,0.30489153586242135,dinov2_vit_small_14,9.674587916785226e-05,0.00046591565768679176,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.6569156646728516, 'val_pixel_academic_AUPRO_smoothed': 0.6569156646728516, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
+19,0.2816409766674042,2026-07-20 21:20:30.553981,2026-07-20 21:25:42.027075,0 days 00:05:11.473094,0.338904256283584,dinov2_vit_small_14,0.0003989828129692562,0.00013085073136885633,"{'val_image_AUROC': 0.0, 'val_pixel_AUROC': 0.7438095808029175, 'val_pixel_academic_AUPRO': 0.2816409766674042, 'val_pixel_academic_AUPRO_smoothed': 0.2816409766674042, 'val_pixel_industrial_AUPRO': 0.042512524873018265, 'val_precision_efficiency_ratio': 0.15094582427101272}",,COMPLETE
diff --git a/sweeps/000006/PadimSmall/best_hyperparams_zivid.json b/sweeps/000006/PadimSmall/best_hyperparams_zivid.json
new file mode 100644
index 0000000000000000000000000000000000000000..1a821d02b8ad472928af950c02898fae886814c6
--- /dev/null
+++ b/sweeps/000006/PadimSmall/best_hyperparams_zivid.json
@@ -0,0 +1,9 @@
+{
+    "backbone": "resnet18",
+    "layers": [
+        "layer1",
+        "layer2",
+        "layer3"
+    ],
+    "n_features": 100
+}
\ No newline at end of file
diff --git a/sweeps/000006/PadimSmall/optuna_best_summary.json b/sweeps/000006/PadimSmall/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..749f9c4661ba831396311922c916c72d03b52482
--- /dev/null
+++ b/sweeps/000006/PadimSmall/optuna_best_summary.json
@@ -0,0 +1,15 @@
+{
+    "study_name": "box_sb_PadimSmall_zivid",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 0,
+    "best_value": 0.7595908641815186,
+    "best_params": {
+        "backbone": "resnet18",
+        "layers": [
+            "layer1",
+            "layer2",
+            "layer3"
+        ],
+        "n_features": 100
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000006/PadimSmall/optuna_trials.csv b/sweeps/000006/PadimSmall/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9418f766394d3834d7e8b1e475b51dc5ab5bc442
--- /dev/null
+++ b/sweeps/000006/PadimSmall/optuna_trials.csv
@@ -0,0 +1,7 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_layers,params_n_features,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.7595908641815186,2026-07-19 18:22:56.788864,2026-07-19 18:23:41.320574,0 days 00:00:44.531710,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5021863579750061, 'val_pixel_academic_AUPRO': 0.7595908641815186, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.5639971494674683, 'val_precision_efficiency_ratio': 0.7425012280462217}","{'backbone': 'resnet18', 'layers': ['layer1', 'layer2', 'layer3'], 'n_features': 100}",COMPLETE
+1,0.6951494812965393,2026-07-19 18:23:42.274076,2026-07-19 18:24:23.212114,0 days 00:00:40.938038,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5050886869430542, 'val_pixel_academic_AUPRO': 0.6951494812965393, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3941417932510376, 'val_precision_efficiency_ratio': 0.5669885454217913}",,COMPLETE
+2,0.7220437526702881,2026-07-19 18:24:27.847566,2026-07-19 18:25:27.772231,0 days 00:00:59.924665,resnet18,"['layer2', 'layer3']",300,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5, 'val_pixel_academic_AUPRO': 0.7220437526702881, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.4235876798629761, 'val_precision_efficiency_ratio': 0.5866509865869609}",,COMPLETE
+3,0.7298141717910767,2026-07-19 18:25:28.182643,2026-07-19 18:25:52.052517,0 days 00:00:23.869874,resnet18,"['layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5060809254646301, 'val_pixel_academic_AUPRO': 0.7298141717910767, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.45482373237609863, 'val_precision_efficiency_ratio': 0.6232048512567123}",,COMPLETE
+4,0.6972780823707581,2026-07-19 18:25:52.383143,2026-07-19 18:26:38.975477,0 days 00:00:46.592334,resnet18,"['layer1', 'layer2', 'layer3']",100,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5045855045318604, 'val_pixel_academic_AUPRO': 0.6972780823707581, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.3432428538799286, 'val_precision_efficiency_ratio': 0.49226106851501295}",,COMPLETE
+5,0.7455770373344421,2026-07-19 18:26:39.910539,2026-07-19 18:35:23.775955,0 days 00:08:43.865416,resnet18,"['layer1', 'layer2', 'layer3']",300,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5, 'val_pixel_academic_AUPRO': 0.7455770373344421, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.46550601720809937, 'val_precision_efficiency_ratio': 0.6243566980983726}",,COMPLETE
diff --git a/sweeps/000006/Patchcore/best_hyperparams_zivid.json b/sweeps/000006/Patchcore/best_hyperparams_zivid.json
new file mode 100644
index 0000000000000000000000000000000000000000..db7c65f75c5c3b0e0d9ab3d559b8699b3a271196
--- /dev/null
+++ b/sweeps/000006/Patchcore/best_hyperparams_zivid.json
@@ -0,0 +1,9 @@
+{
+    "backbone": "wide_resnet50_2",
+    "layers": [
+        "layer2",
+        "layer3"
+    ],
+    "coreset_sampling_ratio": 0.08488693875455385,
+    "num_neighbors": 5
+}
\ No newline at end of file
diff --git a/sweeps/000006/Patchcore/optuna_best_summary.json b/sweeps/000006/Patchcore/optuna_best_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..746254407fd7fe39e9d0179591234a208acf9288
--- /dev/null
+++ b/sweeps/000006/Patchcore/optuna_best_summary.json
@@ -0,0 +1,15 @@
+{
+    "study_name": "box_sb_Patchcore_zivid",
+    "objective_metric": "val_pixel_academic_AUPRO",
+    "best_trial_number": 18,
+    "best_value": 0.8473109006881714,
+    "best_params": {
+        "backbone": "wide_resnet50_2",
+        "layers": [
+            "layer2",
+            "layer3"
+        ],
+        "coreset_sampling_ratio": 0.08488693875455385,
+        "num_neighbors": 5
+    }
+}
\ No newline at end of file
diff --git a/sweeps/000006/Patchcore/optuna_trials.csv b/sweeps/000006/Patchcore/optuna_trials.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a8bf29e05f3de4149ff77d148d95892a4406b759
--- /dev/null
+++ b/sweeps/000006/Patchcore/optuna_trials.csv
@@ -0,0 +1,21 @@
+number,value,datetime_start,datetime_complete,duration,params_backbone,params_coreset_sampling_ratio,params_layers,params_num_neighbors,user_attrs_metrics,system_attrs_fixed_params,state
+0,0.8459826707839966,2026-07-19 15:40:41.979570,2026-07-19 15:49:21.885269,0 days 00:08:39.905699,wide_resnet50_2,0.1,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002530813217163, 'val_pixel_academic_AUPRO': 0.8459826707839966, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.645995557308197, 'val_precision_efficiency_ratio': 0.7636037706417015}","{'backbone': 'wide_resnet50_2', 'layers': ['layer2', 'layer3'], 'coreset_sampling_ratio': 0.1, 'num_neighbors': 9}",COMPLETE
+1,0.8462316393852234,2026-07-19 15:49:22.161883,2026-07-19 15:54:08.212812,0 days 00:04:46.050929,wide_resnet50_2,0.05351331847250385,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000640749931335, 'val_pixel_academic_AUPRO': 0.8462316393852234, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6463775038719177, 'val_precision_efficiency_ratio': 0.7638304617651768}",,COMPLETE
+2,0.846047580242157,2026-07-19 15:54:08.514051,2026-07-19 15:59:16.499108,0 days 00:05:07.985057,wide_resnet50_2,0.05778728610676031,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000647902488708, 'val_pixel_academic_AUPRO': 0.846047580242157, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6405537724494934, 'val_precision_efficiency_ratio': 0.7571131782755683}",,COMPLETE
+3,0.8450678586959839,2026-07-19 15:59:16.809243,2026-07-19 16:09:50.231405,0 days 00:10:33.422162,wide_resnet50_2,0.12300628234717367,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5004244446754456, 'val_pixel_academic_AUPRO': 0.8450678586959839, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6415807604789734, 'val_precision_efficiency_ratio': 0.7592062032379158}",,COMPLETE
+4,0.8463444113731384,2026-07-19 16:09:50.595911,2026-07-19 16:18:08.792780,0 days 00:08:18.196869,wide_resnet50_2,0.0958889071442426,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002008676528931, 'val_pixel_academic_AUPRO': 0.8463444113731384, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6454848647117615, 'val_precision_efficiency_ratio': 0.7626739847723512}",,COMPLETE
+5,0.8459990620613098,2026-07-19 16:18:09.085060,2026-07-19 16:27:44.240280,0 days 00:09:35.155220,wide_resnet50_2,0.11154858393279743,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003206133842468, 'val_pixel_academic_AUPRO': 0.8459990620613098, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6454883217811584, 'val_precision_efficiency_ratio': 0.7629894059319651}",,COMPLETE
+6,0.8449202179908752,2026-07-19 16:27:44.579628,2026-07-19 16:37:09.372747,0 days 00:09:24.793119,wide_resnet50_2,0.10922190493891165,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5003368854522705, 'val_pixel_academic_AUPRO': 0.8449202179908752, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6410930156707764, 'val_precision_efficiency_ratio': 0.7587615990480415}",,COMPLETE
+7,0.845212996006012,2026-07-19 16:37:09.715878,2026-07-19 16:41:55.398087,0 days 00:04:45.682209,wide_resnet50_2,0.05334723603244443,"['layer2', 'layer3']",9,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000447630882263, 'val_pixel_academic_AUPRO': 0.845212996006012, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6410554647445679, 'val_precision_efficiency_ratio': 0.7584543396443564}",,COMPLETE
+8,0.8454970121383667,2026-07-19 16:41:55.696646,2026-07-19 16:49:14.806178,0 days 00:07:19.109532,wide_resnet50_2,0.08412053519281038,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001516342163086, 'val_pixel_academic_AUPRO': 0.8454970121383667, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6422708630561829, 'val_precision_efficiency_ratio': 0.7596370582455404}",,COMPLETE
+9,0.8453418612480164,2026-07-19 16:49:15.123421,2026-07-19 16:58:27.749630,0 days 00:09:12.626209,wide_resnet50_2,0.10688019405273647,"['layer2', 'layer3']",3,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5002931952476501, 'val_pixel_academic_AUPRO': 0.8453418612480164, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.643174409866333, 'val_precision_efficiency_ratio': 0.7608453329364118}",,COMPLETE
+10,0.8470727801322937,2026-07-19 16:58:28.051809,2026-07-19 17:11:03.111469,0 days 00:12:35.059660,wide_resnet50_2,0.14744401622297032,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5006765723228455, 'val_pixel_academic_AUPRO': 0.8470727801322937, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6460388898849487, 'val_precision_efficiency_ratio': 0.7626722343551778}",,COMPLETE
+11,0.8461189866065979,2026-07-19 17:11:03.460012,2026-07-19 17:23:48.394609,0 days 00:12:44.934597,wide_resnet50_2,0.1494601371321567,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5006704926490784, 'val_pixel_academic_AUPRO': 0.8461189866065979, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6441593766212463, 'val_precision_efficiency_ratio': 0.7613106274859514}",,COMPLETE
+12,0.8472287058830261,2026-07-19 17:23:48.702135,2026-07-19 17:30:24.989942,0 days 00:06:36.287807,wide_resnet50_2,0.07498181022462873,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001580715179443, 'val_pixel_academic_AUPRO': 0.8472287058830261, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.647161602973938, 'val_precision_efficiency_ratio': 0.7638570299615053}",,COMPLETE
+13,0.8464065790176392,2026-07-19 17:30:25.321826,2026-07-19 17:36:25.579654,0 days 00:06:00.257828,wide_resnet50_2,0.06825389718432802,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000999569892883, 'val_pixel_academic_AUPRO': 0.8464065790176392, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6458754539489746, 'val_precision_efficiency_ratio': 0.7630794348250388}",,COMPLETE
+14,0.8457628488540649,2026-07-19 17:36:25.903953,2026-07-19 17:43:01.924601,0 days 00:06:36.020648,wide_resnet50_2,0.07542230454313144,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001701712608337, 'val_pixel_academic_AUPRO': 0.8457628488540649, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6449395418167114, 'val_precision_efficiency_ratio': 0.7625536433653339}",,COMPLETE
+15,0.8463879227638245,2026-07-19 17:43:02.252359,2026-07-19 17:55:14.489759,0 days 00:12:12.237400,wide_resnet50_2,0.1428341570240691,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5006024837493896, 'val_pixel_academic_AUPRO': 0.8463879227638245, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6444148421287537, 'val_precision_efficiency_ratio': 0.7613705545613872}",,COMPLETE
+16,0.8455159664154053,2026-07-19 17:55:14.827218,2026-07-19 18:00:55.876586,0 days 00:05:41.049368,wide_resnet50_2,0.06432272652440024,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5000773668289185, 'val_pixel_academic_AUPRO': 0.8455159664154053, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6374422907829285, 'val_precision_efficiency_ratio': 0.7539092295150706}",,COMPLETE
+17,0.8471102118492126,2026-07-19 18:00:56.179481,2026-07-19 18:08:20.350273,0 days 00:07:24.170792,wide_resnet50_2,0.08512319075515928,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001569390296936, 'val_pixel_academic_AUPRO': 0.8471102118492126, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.646812915802002, 'val_precision_efficiency_ratio': 0.7635522589085917}",,COMPLETE
+18,0.8473109006881714,2026-07-19 18:08:20.628060,2026-07-19 18:15:44.209790,0 days 00:07:23.581730,wide_resnet50_2,0.08488693875455385,"['layer2', 'layer3']",5,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.5001553297042847, 'val_pixel_academic_AUPRO': 0.8473109006881714, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6464153528213501, 'val_precision_efficiency_ratio': 0.7629022030713196}",,COMPLETE
+19,0.8430901765823364,2026-07-19 18:15:44.538843,2026-07-19 18:22:53.713623,0 days 00:07:09.174780,wide_resnet50_2,0.08203106331975714,"['layer2', 'layer3']",1,"{'val_image_AUROC': 0.5, 'val_pixel_AUROC': 0.500132143497467, 'val_pixel_academic_AUPRO': 0.8430901765823364, 'val_pixel_academic_AUPRO_smoothed': 0.0, 'val_pixel_industrial_AUPRO': 0.6402820348739624, 'val_precision_efficiency_ratio': 0.7594466792028056}",,COMPLETE