exp_id
int64
0
63
A
int64
-1
1
B
int64
-1
1
C
int64
-1
1
D
int64
-1
1
E
int64
-1
1
F
int64
-1
1
G
int64
-1
1
H
int64
-1
1
learning_rate
float64
0
0
weight_decay
float64
0
0.1
lr_scheduler_type
stringclasses
2 values
warmup_ratio
float64
0
0.15
gradient_accumulation_steps
int64
1
4
num_train_epochs
int64
50
200
per_device_train_batch_size
int64
2
4
per_device_eval_batch_size
int64
2
4
train_mean_iou
float64
0.32
0.71
train_mean_accuracy
float64
0.48
0.81
train_precision_tree
float64
0.22
0.79
train_recall_tree
float64
0.09
0.86
train_dice_tree
float64
0.13
0.74
val_mean_iou
float64
0.25
0.66
val_mean_accuracy
float64
0.48
0.79
val_precision_tree
float64
0.27
0.83
val_recall_tree
float64
0.01
0.86
val_dice_tree
float64
0.01
0.7
test_mean_iou
float64
0.15
0.68
test_mean_accuracy
float64
0.44
0.8
test_precision_tree
float64
0
0.79
test_recall_tree
float64
0
1
test_dice_tree
float64
0
0.72
training_time_sec
float64
175
860
0
-1
-1
-1
-1
-1
-1
1
1
0.00001
0
linear
0
1
50
4
4
0.479706
0.618203
0.48891
0.400071
0.440052
0.443351
0.574197
0.572262
0.21679
0.314455
0.373163
0.51631
0.588731
0.046437
0.086084
176.856428
1
-1
-1
-1
-1
-1
1
1
-1
0.00001
0
linear
0
1
200
4
2
0.505448
0.69084
0.472496
0.677813
0.556831
0.473022
0.648801
0.455517
0.600658
0.518114
0.330348
0.586598
0.35139
0.809911
0.49013
695.989304
2
-1
-1
-1
-1
1
-1
1
-1
0.00001
0
linear
0
4
50
4
2
0.439655
0.61998
0.401449
0.576098
0.473172
0.267056
0.483401
0.286268
0.633714
0.394382
0.249582
0.468964
0.279705
0.641328
0.389525
175.215945
3
-1
-1
-1
-1
1
1
1
1
0.00001
0
linear
0
4
200
4
4
0.477253
0.670428
0.44132
0.675505
0.533859
0.390693
0.568388
0.362834
0.528583
0.430299
0.156464
0.50043
0.298874
0.98539
0.458639
717.351092
4
-1
-1
-1
1
-1
-1
-1
1
0.00001
0
linear
0.15
1
50
2
4
0.486341
0.681123
0.45032
0.693535
0.54607
0.471293
0.612753
0.493898
0.397388
0.440418
0.318551
0.553021
0.332872
0.72424
0.456109
201.06424
5
-1
-1
-1
1
-1
1
-1
-1
0.00001
0
linear
0.15
1
200
2
2
0.513017
0.656366
0.524912
0.484248
0.503761
0.437726
0.569957
0.827099
0.153455
0.258879
0.422028
0.61
0.40088
0.605262
0.482312
781.45458
6
-1
-1
-1
1
1
-1
-1
-1
0.00001
0
linear
0.15
4
50
2
2
0.355236
0.480811
0.21505
0.089582
0.126478
0.3528
0.499474
0.266385
0.006477
0.012647
0.350655
0.5
0
0
0
190.575664
7
-1
-1
-1
1
1
1
-1
1
0.00001
0
linear
0.15
4
200
2
4
0.512067
0.680876
0.488954
0.61212
0.543648
0.454965
0.634662
0.434247
0.598396
0.503275
0.313551
0.549439
0.3302
0.726692
0.454074
760.266694
8
-1
-1
1
-1
-1
-1
-1
1
0.00001
0
cosine
0
1
50
2
4
0.489436
0.665119
0.459066
0.612831
0.52492
0.44143
0.59361
0.427211
0.431318
0.429255
0.322916
0.493663
0.293054
0.46212
0.358662
238.351016
9
-1
-1
1
-1
-1
1
-1
-1
0.00001
0
cosine
0
1
200
2
2
0.630567
0.760487
0.674561
0.642224
0.657996
0.576834
0.710503
0.643847
0.549249
0.592798
0.604795
0.750091
0.63097
0.666105
0.648062
810.863158
10
-1
-1
1
-1
1
-1
-1
-1
0.00001
0
cosine
0
4
50
2
2
0.422513
0.638303
0.390415
0.711112
0.50408
0.29639
0.575444
0.338382
0.863716
0.48626
0.252314
0.535517
0.317176
0.854764
0.46267
201.144829
11
-1
-1
1
-1
1
1
-1
1
0.00001
0
cosine
0
4
200
2
4
0.582802
0.722072
0.612409
0.590361
0.601183
0.536121
0.682024
0.566257
0.537991
0.551762
0.485887
0.679715
0.465627
0.703091
0.560234
775.677701
12
-1
-1
1
1
-1
-1
1
1
0.00001
0
cosine
0.15
1
50
4
4
0.396121
0.624252
0.371393
0.736008
0.493675
0.34925
0.5497
0.335516
0.605953
0.431893
0.169435
0.507199
0.301818
0.974559
0.460897
188.437149
13
-1
-1
1
1
-1
1
1
-1
0.00001
0
cosine
0.15
1
200
4
2
0.579661
0.717827
0.61263
0.5789
0.595288
0.538032
0.66771
0.636667
0.441857
0.521668
0.547975
0.70476
0.558389
0.617522
0.586469
763.883168
14
-1
-1
1
1
1
-1
1
-1
0.00001
0
cosine
0.15
4
50
4
2
0.35086
0.614606
0.350922
0.82997
0.493279
0.315948
0.565713
0.33695
0.775859
0.469848
0.149345
0.5
0.298691
1
0.459988
191.152094
15
-1
-1
1
1
1
1
1
1
0.00001
0
cosine
0.15
4
200
4
4
0.495835
0.6748
0.464816
0.636306
0.537207
0.427489
0.590714
0.403313
0.483138
0.439631
0.230233
0.54797
0.321503
0.94825
0.480197
731.050913
16
-1
1
-1
-1
-1
-1
-1
-1
0.00001
0.1
linear
0
1
50
2
2
0.510895
0.646365
0.545635
0.434239
0.483605
0.455442
0.603144
0.454054
0.418877
0.435757
0.322532
0.532336
0.321784
0.63198
0.426439
206.873841
17
-1
1
-1
-1
-1
1
-1
1
0.00001
0.1
linear
0
1
200
2
4
0.636
0.764315
0.682586
0.646229
0.66391
0.576186
0.707832
0.651987
0.536552
0.588663
0.613416
0.752465
0.652658
0.652925
0.652791
800.276684
18
-1
1
-1
-1
1
-1
-1
1
0.00001
0.1
linear
0
4
50
2
4
0.424001
0.643979
0.392747
0.729143
0.510511
0.305319
0.522299
0.311853
0.650319
0.421554
0.402858
0.558299
0.372006
0.414917
0.392291
200.989423
19
-1
1
-1
-1
1
1
-1
-1
0.00001
0.1
linear
0
4
200
2
2
0.453902
0.676671
0.41957
0.770433
0.543277
0.450154
0.636924
0.428416
0.626876
0.508985
0.233103
0.552717
0.323748
0.955351
0.483611
785.76628
20
-1
1
-1
1
-1
-1
1
-1
0.00001
0.1
linear
0.15
1
50
4
2
0.438412
0.648559
0.403785
0.703794
0.513158
0.389048
0.540777
0.349299
0.381657
0.364762
0.218609
0.443255
0.266202
0.652158
0.378078
196.418063
21
-1
1
-1
1
-1
1
1
1
0.00001
0.1
linear
0.15
1
200
4
4
0.498169
0.675047
0.468336
0.629954
0.537253
0.436049
0.621191
0.413414
0.604308
0.490958
0.304574
0.546393
0.327349
0.743295
0.454524
767.621025
22
-1
1
-1
1
1
-1
1
1
0.00001
0.1
linear
0.15
4
50
4
4
0.476134
0.666801
0.440501
0.663293
0.529413
0.380757
0.58826
0.366053
0.656231
0.469958
0.257228
0.518252
0.308748
0.7859
0.44333
191.88357
23
-1
1
-1
1
1
1
1
-1
0.00001
0.1
linear
0.15
4
200
4
2
0.493203
0.671356
0.462249
0.629125
0.532929
0.377943
0.562357
0.35286
0.552128
0.430556
0.220896
0.519234
0.308072
0.885926
0.457168
762.56833
24
-1
1
1
-1
-1
-1
1
-1
0.00001
0.1
cosine
0
1
50
4
2
0.46587
0.655662
0.429842
0.647354
0.516637
0.36141
0.537347
0.331522
0.501696
0.399231
0.266841
0.559853
0.32967
0.893384
0.481617
206.098646
25
-1
1
1
-1
-1
1
1
1
0.00001
0.1
cosine
0
1
200
4
4
0.507627
0.684646
0.478681
0.643586
0.549018
0.480117
0.63474
0.479863
0.496761
0.488166
0.370248
0.589104
0.363961
0.696909
0.478188
775.589044
26
-1
1
1
-1
1
-1
1
1
0.00001
0.1
cosine
0
4
50
4
4
0.316989
0.595839
0.335107
0.85747
0.481887
0.347288
0.552593
0.336646
0.625129
0.437623
0.154631
0.501404
0.299285
0.992082
0.459846
194.652291
27
-1
1
1
-1
1
1
1
-1
0.00001
0.1
cosine
0
4
200
4
2
0.439548
0.656122
0.405901
0.730879
0.521938
0.404785
0.597597
0.382802
0.611043
0.470714
0.15128
0.501599
0.299362
1
0.460783
757.382255
28
-1
1
1
1
-1
-1
-1
-1
0.00001
0.1
cosine
0.15
1
50
2
2
0.53569
0.688289
0.534913
0.570792
0.55227
0.481663
0.626692
0.499474
0.439132
0.467363
0.377169
0.577136
0.361459
0.62304
0.457499
217.273358
29
-1
1
1
1
-1
1
-1
1
0.00001
0.1
cosine
0.15
1
200
2
4
0.636743
0.759953
0.700308
0.62449
0.660229
0.576041
0.721074
0.607216
0.608215
0.607715
0.594232
0.741473
0.618606
0.654917
0.636244
831.564754
30
-1
1
1
1
1
-1
-1
1
0.00001
0.1
cosine
0.15
4
50
2
4
0.424939
0.648727
0.394468
0.744984
0.515814
0.246217
0.522216
0.308468
0.826959
0.44933
0.149313
0.499858
0.298631
0.999693
0.459884
208.017397
31
-1
1
1
1
1
1
-1
-1
0.00001
0.1
cosine
0.15
4
200
2
2
0.516824
0.688635
0.492056
0.632972
0.553689
0.500758
0.655805
0.506038
0.529971
0.517728
0.301364
0.566519
0.336904
0.82258
0.478024
807.874514
32
1
-1
-1
-1
-1
-1
-1
-1
0.0001
0
linear
0
1
50
2
2
0.682042
0.791773
0.7649
0.663333
0.710505
0.634402
0.753694
0.733363
0.599373
0.659632
0.662243
0.77589
0.764323
0.635198
0.693804
223.770615
33
1
-1
-1
-1
-1
1
-1
1
0.0001
0
linear
0
1
200
2
4
0.706054
0.814616
0.771128
0.711921
0.740343
0.659582
0.785684
0.712636
0.688567
0.700395
0.683982
0.799635
0.756018
0.694764
0.724098
838.74038
34
1
-1
-1
-1
1
-1
-1
1
0.0001
0
linear
0
4
50
2
4
0.63941
0.762931
0.700361
0.631611
0.664212
0.577472
0.70741
0.660723
0.529611
0.587947
0.602006
0.735846
0.661807
0.602912
0.630988
208.362217
35
1
-1
-1
-1
1
1
-1
-1
0.0001
0
linear
0
4
200
2
2
0.697801
0.806608
0.769658
0.694561
0.730184
0.648467
0.768521
0.732176
0.635102
0.680193
0.67542
0.788494
0.766446
0.66304
0.711003
794.750892
36
1
-1
-1
1
-1
-1
1
-1
0.0001
0
linear
0.15
1
50
4
2
0.655043
0.769955
0.739374
0.626304
0.678159
0.593169
0.720246
0.682922
0.547861
0.607981
0.6379
0.760346
0.721657
0.62304
0.668732
207.697486
37
1
-1
-1
1
-1
1
1
1
0.0001
0
linear
0.15
1
200
4
4
0.704329
0.80951
0.783952
0.693851
0.736155
0.652369
0.772954
0.730722
0.646463
0.686015
0.677383
0.790934
0.764325
0.669834
0.713967
778.666658
38
1
-1
-1
1
1
-1
1
1
0.0001
0
linear
0.15
4
50
4
4
0.525127
0.706201
0.494944
0.686572
0.575218
0.497593
0.668495
0.485851
0.609038
0.540515
0.345121
0.58564
0.354508
0.762912
0.484076
197.303081
39
1
-1
-1
1
1
1
1
-1
0.0001
0
linear
0.15
4
200
4
2
0.678966
0.789832
0.759962
0.661419
0.707275
0.627787
0.746347
0.736368
0.580403
0.649149
0.656498
0.772714
0.752135
0.634483
0.688317
764.505184
40
1
-1
1
-1
-1
-1
1
-1
0.0001
0
cosine
0
1
50
4
2
0.660983
0.768776
0.773619
0.60707
0.680299
0.607608
0.731109
0.706401
0.560559
0.625086
0.632424
0.748732
0.751708
0.578902
0.654084
204.897799
41
1
-1
1
-1
-1
1
1
1
0.0001
0
cosine
0
1
200
4
4
0.702965
0.809045
0.780393
0.694581
0.734991
0.648139
0.766804
0.738208
0.627545
0.678393
0.677579
0.7937
0.753739
0.68235
0.71627
782.74339
42
1
-1
1
-1
1
-1
1
1
0.0001
0
cosine
0
4
50
4
4
0.540396
0.701312
0.528472
0.618631
0.570008
0.508356
0.658827
0.523387
0.515988
0.519661
0.43904
0.644416
0.420238
0.700332
0.525279
194.70928
43
1
-1
1
-1
1
1
1
-1
0.0001
0
cosine
0
4
200
4
2
0.686513
0.794925
0.770625
0.667614
0.71543
0.632999
0.754508
0.722603
0.607444
0.660038
0.665965
0.780525
0.759926
0.648276
0.699675
742.003063
44
1
-1
1
1
-1
-1
-1
-1
0.0001
0
cosine
0.15
1
50
2
2
0.674801
0.788676
0.747413
0.665345
0.703995
0.621124
0.74668
0.701247
0.601532
0.647573
0.65238
0.766278
0.763707
0.613384
0.680341
220.922518
45
1
-1
1
1
-1
1
-1
1
0.0001
0
cosine
0.15
1
200
2
4
0.707789
0.814642
0.777499
0.708647
0.741478
0.658903
0.781517
0.724431
0.670728
0.696546
0.683741
0.798904
0.757889
0.691954
0.723422
814.610484
46
1
-1
1
1
1
-1
-1
1
0.0001
0
cosine
0.15
4
50
2
4
0.614817
0.730922
0.724969
0.542365
0.620511
0.530645
0.656296
0.668521
0.395332
0.49685
0.574468
0.70424
0.662707
0.521533
0.583705
207.88319
47
1
-1
1
1
1
1
-1
-1
0.0001
0
cosine
0.15
4
200
2
2
0.691212
0.797993
0.777547
0.671125
0.720427
0.634663
0.754445
0.731021
0.602457
0.660542
0.666248
0.780154
0.762931
0.645773
0.69948
791.490153
48
1
1
-1
-1
-1
-1
1
1
0.0001
0.1
linear
0
1
50
4
4
0.626138
0.747852
0.701534
0.594721
0.643727
0.56572
0.696008
0.651688
0.50622
0.569817
0.598636
0.735068
0.650931
0.609298
0.629426
205.372802
49
1
1
-1
-1
-1
1
1
-1
0.0001
0.1
linear
0
1
200
4
2
0.699453
0.810239
0.762523
0.706595
0.733494
0.625305
0.742917
0.741502
0.569659
0.644319
0.678011
0.793899
0.75469
0.682248
0.716643
793.276108
50
1
1
-1
-1
1
-1
1
-1
0.0001
0.1
linear
0
4
50
4
2
0.520534
0.699412
0.491451
0.670237
0.567086
0.493821
0.653813
0.491045
0.546885
0.517463
0.353184
0.600168
0.36307
0.792337
0.497961
203.149781
51
1
1
-1
-1
1
1
1
1
0.0001
0.1
linear
0
4
200
4
4
0.687123
0.79311
0.781077
0.65844
0.714535
0.627056
0.742541
0.754188
0.562461
0.644365
0.663693
0.774
0.781306
0.622171
0.692717
738.1348
52
1
1
-1
1
-1
-1
-1
1
0.0001
0.1
linear
0.15
1
50
2
4
0.681783
0.786659
0.786597
0.641416
0.706626
0.617535
0.73216
0.761487
0.535061
0.628502
0.656702
0.765935
0.78929
0.600102
0.681816
228.511873
53
1
1
-1
1
-1
1
-1
-1
0.0001
0.1
linear
0.15
1
200
2
2
0.707731
0.812047
0.787306
0.697875
0.739898
0.64718
0.761476
0.759591
0.603588
0.672663
0.683034
0.794675
0.772411
0.673921
0.719812
860.044953
54
1
1
-1
1
1
-1
-1
-1
0.0001
0.1
linear
0.15
4
50
2
2
0.572013
0.725259
0.572427
0.636602
0.602811
0.4826
0.632859
0.489856
0.474141
0.48187
0.475478
0.684579
0.453941
0.756986
0.567544
222.006755
55
1
1
-1
1
1
1
-1
1
0.0001
0.1
linear
0.15
4
200
2
4
0.697624
0.806049
0.771103
0.692549
0.729718
0.653233
0.775072
0.725935
0.654431
0.688331
0.676283
0.792621
0.752784
0.680409
0.714769
797.1564
56
1
1
1
-1
-1
-1
-1
1
0.0001
0.1
cosine
0
1
50
2
4
0.686793
0.793091
0.779705
0.659052
0.714319
0.627229
0.742714
0.754167
0.562873
0.644628
0.65595
0.766295
0.782862
0.603934
0.681855
228.192894
57
1
1
1
-1
-1
1
-1
-1
0.0001
0.1
cosine
0
1
200
2
2
0.702697
0.805952
0.792005
0.681995
0.732894
0.635033
0.751129
0.750165
0.584413
0.656996
0.683829
0.79596
0.770253
0.678059
0.721222
855.988291
58
1
1
1
-1
1
-1
-1
-1
0.0001
0.1
cosine
0
4
50
2
2
0.583719
0.717013
0.63112
0.562743
0.594973
0.533519
0.670055
0.594799
0.47738
0.52966
0.55753
0.70848
0.57861
0.604444
0.591245
217.185323
59
1
1
1
-1
1
1
-1
1
0.0001
0.1
cosine
0
4
200
2
4
0.697112
0.802107
0.784962
0.676767
0.726861
0.649615
0.769612
0.732628
0.637415
0.681713
0.673618
0.788894
0.756947
0.669323
0.710444
782.007131
60
1
1
1
1
-1
-1
1
1
0.0001
0.1
cosine
0.15
1
50
4
4
0.62094
0.735476
0.73507
0.548283
0.628083
0.571253
0.701201
0.656919
0.516194
0.578116
0.592216
0.717002
0.697623
0.532261
0.603825
215.114218
61
1
1
1
1
-1
1
1
-1
0.0001
0.1
cosine
0.15
1
200
4
2
0.703949
0.809861
0.781056
0.69608
0.736124
0.63089
0.748309
0.742778
0.581637
0.652405
0.678893
0.795007
0.753863
0.685313
0.717956
821.499286
62
1
1
1
1
1
-1
1
-1
0.0001
0.1
cosine
0.15
4
50
4
2
0.53998
0.704018
0.524411
0.632519
0.573414
0.510467
0.66071
0.526456
0.518147
0.522269
0.45626
0.653467
0.436189
0.682861
0.532338
220.036159
63
1
1
1
1
1
1
1
1
0.0001
0.1
cosine
0.15
4
200
4
4
0.681015
0.790925
0.764087
0.661814
0.709283
0.629474
0.754668
0.705717
0.618137
0.65903
0.657345
0.773945
0.750405
0.638314
0.689836
628.100692