custom-cloud-model

This model is a fine-tuned version of microsoft/swin-base-patch4-window7-224 on the imagefolder dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2242
  • Accuracy: 0.9506

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 5e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 32
  • optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 25
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Accuracy
1.153 1.0 80 0.9964 0.7510
0.8046 2.0 160 0.4400 0.8477
0.7706 3.0 240 0.5513 0.8107
0.6695 4.0 320 0.2639 0.9136
0.4697 5.0 400 0.2199 0.9300
0.4564 6.0 480 0.1808 0.9321
0.4094 7.0 560 0.2471 0.9239
0.2445 8.0 640 0.1998 0.9424
0.3153 9.0 720 0.2600 0.9136
0.1994 10.0 800 0.3160 0.9259
0.2205 11.0 880 0.2486 0.9239
0.2312 12.0 960 0.2131 0.9486
0.2382 13.0 1040 0.2487 0.9239
0.1158 14.0 1120 0.2153 0.9506
0.1 15.0 1200 0.2271 0.9486
0.0916 16.0 1280 0.2626 0.9259
0.1021 17.0 1360 0.2130 0.9403
0.0991 18.0 1440 0.2240 0.9444
0.0526 19.0 1520 0.2353 0.9506
0.0461 20.0 1600 0.2137 0.9506
0.0832 21.0 1680 0.2215 0.9444
0.0708 22.0 1760 0.2114 0.9506
0.1027 23.0 1840 0.2104 0.9527
0.0292 24.0 1920 0.2346 0.9547
0.033 25.0 2000 0.2242 0.9506

Framework versions

  • Transformers 4.57.1
  • Pytorch 2.9.0+cu126
  • Datasets 4.0.0
  • Tokenizers 0.22.1
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Evaluation results