swinv2-tiny-patch4-window8-256-dmae-humeda-DAV6

This model is a fine-tuned version of microsoft/swinv2-tiny-patch4-window8-256 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 1.0899
  • Accuracy: 0.5962

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: 2e-05
  • train_batch_size: 64
  • eval_batch_size: 64
  • seed: 42
  • optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 30

Training results

Training Loss Epoch Step Validation Loss Accuracy
1.65 1.0 12 1.5637 0.3462
1.5819 2.0 24 1.4962 0.3269
1.4527 3.0 36 1.3413 0.4615
1.2853 4.0 48 1.2034 0.4423
1.0185 5.0 60 1.1204 0.4808
0.8102 6.0 72 1.1004 0.4808
0.7477 7.0 84 1.1705 0.4808
0.6684 8.0 96 1.0245 0.5192
0.6297 9.0 108 1.0010 0.5577
0.5453 10.0 120 1.1905 0.4808
0.5496 11.0 132 1.1227 0.4808
0.4993 12.0 144 0.9619 0.5577
0.4297 13.0 156 1.0743 0.5192
0.4459 14.0 168 1.0195 0.5577
0.4219 15.0 180 1.0888 0.5
0.3742 16.0 192 1.0123 0.5769
0.4603 17.0 204 1.0503 0.5192
0.3607 18.0 216 1.1305 0.5577
0.3399 19.0 228 1.1327 0.5385
0.3422 20.0 240 1.1125 0.5192
0.3254 21.0 252 1.0243 0.5769
0.3363 22.0 264 1.0753 0.5577
0.3203 23.0 276 1.0778 0.5577
0.3248 24.0 288 1.1100 0.5385
0.2446 25.0 300 1.0773 0.5577
0.3058 26.0 312 1.0875 0.5769
0.254 27.0 324 1.0673 0.5769
0.2644 28.0 336 1.1026 0.5769
0.2962 29.0 348 1.0899 0.5962
0.2579 30.0 360 1.0816 0.5962

Framework versions

  • Transformers 4.47.1
  • Pytorch 2.5.1+cu121
  • Datasets 3.2.0
  • Tokenizers 0.21.0
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