videomae_wlasl_100_30ep_coR

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

  • Loss: 0.9268
  • Accuracy: 0.7544

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
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 8
  • optimizer: Use 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
  • training_steps: 5400
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Accuracy
18.4807 0.0333 180 4.5696 0.0296
17.3806 1.0333 360 3.9577 0.1302
13.6869 2.0332 540 3.1247 0.3846
9.4867 3.0334 721 2.3584 0.5385
6.2563 4.0333 901 1.8838 0.6302
3.9622 5.0333 1081 1.5797 0.6686
2.4851 6.0332 1261 1.4008 0.6746
1.4884 7.0334 1442 1.2604 0.7071
0.8963 8.0333 1622 1.1644 0.7249
0.5257 9.0333 1802 1.1132 0.7249
0.3328 10.0332 1982 1.1301 0.7101
0.1728 11.0334 2163 0.9261 0.7544
0.1272 12.0333 2343 0.9679 0.7515
0.0949 13.0333 2523 0.9419 0.7485
0.0832 14.0332 2703 0.9366 0.7426
0.0671 15.0334 2884 0.9128 0.7722
0.0563 16.0333 3064 0.8947 0.7663
0.0656 17.0333 3244 0.8782 0.7574
0.0506 18.0332 3424 0.8957 0.7722
0.0555 19.0334 3605 0.8948 0.7781
0.0765 20.0333 3785 0.9053 0.7722
0.0616 21.0333 3965 0.9024 0.7633
0.0359 22.0332 4145 0.9499 0.7574
0.0568 23.0334 4326 0.9315 0.7515
0.0562 24.0333 4506 0.9268 0.7544

Framework versions

  • Transformers 4.46.1
  • Pytorch 2.5.1+cu124
  • Datasets 3.1.0
  • Tokenizers 0.20.1
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Evaluation results