cards_bottom_right_swin-tiny-patch4-window7-224-finetuned-v2

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

  • Loss: 0.9317
  • Accuracy: 0.6079

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: 32
  • eval_batch_size: 32
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 128
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 30

Training results

Training Loss Epoch Step Validation Loss Accuracy
1.4965 1.0 1338 1.3516 0.4156
1.4486 2.0 2677 1.1784 0.4938
1.4384 3.0 4015 1.1050 0.5223
1.4538 4.0 5354 1.0751 0.5433
1.3928 5.0 6692 1.0604 0.5440
1.4148 6.0 8031 1.0459 0.5523
1.3921 7.0 9369 1.0464 0.5501
1.3812 8.0 10708 1.0461 0.5491
1.3494 9.0 12046 1.0445 0.5486
1.3555 10.0 13385 0.9973 0.5693
1.3303 11.0 14723 0.9952 0.5719
1.3575 12.0 16062 1.0317 0.5574
1.3129 13.0 17400 0.9851 0.5813
1.3439 14.0 18739 1.0510 0.5523
1.3371 15.0 20077 0.9820 0.5795
1.2835 16.0 21416 0.9886 0.5738
1.3002 17.0 22754 0.9685 0.5869
1.289 18.0 24093 0.9519 0.5941
1.3007 19.0 25431 0.9855 0.5800
1.2927 20.0 26770 0.9499 0.5925
1.2985 21.0 28108 0.9669 0.5854
1.2957 22.0 29447 0.9551 0.5903
1.2579 23.0 30785 0.9300 0.6053
1.2475 24.0 32124 0.9296 0.6049
1.2227 25.0 33462 0.9317 0.6079
1.2069 26.0 34801 0.9609 0.5887
1.2156 27.0 36139 0.9297 0.6052
1.25 28.0 37478 0.9300 0.6062
1.2394 29.0 38816 0.9238 0.6071
1.209 29.99 40140 0.9284 0.6064

Framework versions

  • Transformers 4.37.2
  • Pytorch 2.0.1+cu117
  • Datasets 2.17.0
  • Tokenizers 0.15.2
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Evaluation results