CTMAE2_CS_V7_3

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

  • Loss: 1.0930
  • Accuracy: 0.8261

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: 1e-05
  • train_batch_size: 3
  • eval_batch_size: 3
  • seed: 42
  • 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: 13000

Training results

Training Loss Epoch Step Validation Loss Accuracy
0.6166 0.02 260 0.7472 0.4565
0.5113 1.02 520 0.9421 0.4565
0.4538 2.02 780 0.9290 0.4783
0.4927 3.02 1040 0.6694 0.5870
0.5214 4.02 1300 0.7649 0.7174
1.0967 5.02 1560 0.9229 0.6739
0.6237 6.02 1820 0.8940 0.7174
0.2162 7.02 2080 0.8480 0.7609
0.4234 8.02 2340 1.3532 0.6304
0.4629 9.02 2600 0.7409 0.7391
0.4631 10.02 2860 0.8471 0.7609
0.548 11.02 3120 0.9673 0.6957
0.355 12.02 3380 0.9122 0.7609
0.6545 13.02 3640 1.0228 0.7391
0.6703 14.02 3900 0.9249 0.7174
0.561 15.02 4160 1.1688 0.7174
0.3788 16.02 4420 1.9633 0.6522
0.3055 17.02 4680 1.1960 0.6957
0.2223 18.02 4940 1.0511 0.7609
0.4324 19.02 5200 1.5567 0.6957
0.3022 20.02 5460 1.6864 0.6304
0.4434 21.02 5720 1.7834 0.6304
0.2485 22.02 5980 1.4761 0.6739
0.3882 23.02 6240 1.8617 0.6522
0.0128 24.02 6500 1.6289 0.6739
0.4251 25.02 6760 1.5492 0.6957
0.0128 26.02 7020 2.4527 0.5652
0.2468 27.02 7280 1.8335 0.6739
0.1681 28.02 7540 1.0796 0.8043
0.4033 29.02 7800 2.3945 0.6087
0.1556 30.02 8060 1.7049 0.6739
0.3012 31.02 8320 1.0930 0.8261
0.0585 32.02 8580 1.5270 0.7174
0.0005 33.02 8840 1.1852 0.8261
0.0008 34.02 9100 1.6258 0.7609
0.117 35.02 9360 1.4406 0.7826
0.1401 36.02 9620 1.7366 0.7174
0.2498 37.02 9880 2.4993 0.6304
0.2411 38.02 10140 2.2741 0.6522
0.0004 39.02 10400 2.0468 0.6957
0.0001 40.02 10660 2.0636 0.6522
0.331 41.02 10920 2.1473 0.6522
0.0112 42.02 11180 1.8257 0.6957
0.2408 43.02 11440 2.2235 0.6522
0.0002 44.02 11700 2.2065 0.6739
0.0001 45.02 11960 2.4907 0.6522
0.0055 46.02 12220 2.2836 0.6304
0.0001 47.02 12480 2.6007 0.6304
0.0003 48.02 12740 2.2538 0.6304
0.0334 49.02 13000 2.3751 0.6304

Framework versions

  • Transformers 4.46.2
  • Pytorch 2.0.1+cu117
  • Datasets 3.0.1
  • Tokenizers 0.20.0
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