videomae-base-finetuned-ucf101-subset-SBDtoy

This model is a fine-tuned version of MCG-NJU/videomae-base on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 1.8346
  • Accuracy: 0.6275

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: 2
  • eval_batch_size: 2
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • training_steps: 1200

Training results

Training Loss Epoch Step Validation Loss Accuracy
0.7634 0.03 41 0.6320 0.5882
0.7445 1.03 82 1.4198 0.5686
0.4931 2.03 123 1.3689 0.5686
0.7206 3.03 164 1.3282 0.5882
0.735 4.03 205 2.0849 0.5686
1.769 5.03 246 1.0332 0.6078
0.9494 6.03 287 2.1307 0.6078
0.3857 7.03 328 2.5985 0.6078
0.3639 8.03 369 2.2300 0.6078
0.6456 9.03 410 1.8992 0.6078
0.9483 10.03 451 1.9556 0.6078
0.4518 11.03 492 1.8346 0.6275
0.9109 12.03 533 1.9937 0.6078
0.5441 13.03 574 1.4013 0.6078
0.4035 14.03 615 1.9078 0.6078
0.1713 15.03 656 2.0803 0.5882
0.0542 16.03 697 2.5432 0.6078
0.3084 17.03 738 2.5753 0.6078
0.2476 18.03 779 2.4253 0.6275
0.006 19.03 820 2.4320 0.6078
0.0021 20.03 861 2.7182 0.6078
0.008 21.03 902 2.7711 0.5882
0.0011 22.03 943 2.8089 0.5882
0.7546 23.03 984 2.8142 0.6078
0.0006 24.03 1025 2.8796 0.6078
0.0008 25.03 1066 2.8486 0.6078
0.1745 26.03 1107 2.8475 0.6078
0.5421 27.03 1148 2.8462 0.6078
0.1233 28.03 1189 2.8324 0.6078
0.1298 29.01 1200 2.8332 0.6078

Framework versions

  • Transformers 4.38.2
  • Pytorch 2.0.1
  • Datasets 2.18.0
  • Tokenizers 0.15.2
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