hushem_40x_deit_tiny_rms_0001_fold5

This model is a fine-tuned version of facebook/deit-tiny-patch16-224 on the imagefolder dataset. It achieves the following results on the evaluation set:

  • Loss: 0.8832
  • Accuracy: 0.8780

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: 0.0001
  • train_batch_size: 32
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 50

Training results

Training Loss Epoch Step Validation Loss Accuracy
0.1509 1.0 220 0.5608 0.8537
0.0292 2.0 440 0.1504 0.9512
0.1009 3.0 660 0.7468 0.8537
0.011 4.0 880 0.6340 0.7805
0.0031 5.0 1100 0.8446 0.8293
0.0646 6.0 1320 1.0420 0.8537
0.0678 7.0 1540 0.6521 0.8293
0.0002 8.0 1760 1.1011 0.8537
0.0677 9.0 1980 1.2605 0.8049
0.0002 10.0 2200 0.4029 0.9024
0.0011 11.0 2420 0.5279 0.9512
0.0002 12.0 2640 0.5883 0.9268
0.0801 13.0 2860 1.0161 0.8293
0.0 14.0 3080 0.7618 0.9024
0.0 15.0 3300 0.7876 0.8293
0.0144 16.0 3520 0.6802 0.8780
0.0032 17.0 3740 0.2440 0.9268
0.0 18.0 3960 0.4384 0.8293
0.0 19.0 4180 0.6787 0.8537
0.0 20.0 4400 0.6527 0.8293
0.0 21.0 4620 0.6512 0.8537
0.0 22.0 4840 0.6749 0.8537
0.0 23.0 5060 0.6838 0.8537
0.0 24.0 5280 0.7554 0.8537
0.0 25.0 5500 0.8097 0.8780
0.0 26.0 5720 0.8183 0.8780
0.0 27.0 5940 0.8490 0.8780
0.0 28.0 6160 0.9053 0.8537
0.0 29.0 6380 0.9213 0.8537
0.0 30.0 6600 0.9237 0.8780
0.0 31.0 6820 0.9293 0.8537
0.0 32.0 7040 0.9309 0.8780
0.0 33.0 7260 0.9345 0.8780
0.0 34.0 7480 0.9273 0.8780
0.0 35.0 7700 0.9432 0.8780
0.0 36.0 7920 0.9371 0.8780
0.0 37.0 8140 0.9224 0.9024
0.0 38.0 8360 0.9410 0.8780
0.0 39.0 8580 0.9241 0.8780
0.0 40.0 8800 0.9144 0.8780
0.0 41.0 9020 0.9167 0.8780
0.0 42.0 9240 0.8992 0.8780
0.0 43.0 9460 0.9050 0.8780
0.0 44.0 9680 0.8956 0.8780
0.0 45.0 9900 0.8902 0.8780
0.0 46.0 10120 0.8925 0.8780
0.0 47.0 10340 0.8847 0.8780
0.0 48.0 10560 0.8839 0.8780
0.0 49.0 10780 0.8833 0.8780
0.0 50.0 11000 0.8832 0.8780

Framework versions

  • Transformers 4.32.1
  • Pytorch 2.1.1+cu121
  • Datasets 2.12.0
  • Tokenizers 0.13.2
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Evaluation results