vit-base-patch16-224-celeba-smiling

This model is a fine-tuned version of google/vit-base-patch16-224 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1635
  • Accuracy: 0.9340

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: 128
  • eval_batch_size: 64
  • 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: cosine
  • lr_scheduler_warmup_steps: 0.1
  • num_epochs: 10
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Accuracy
0.1881 0.3931 500 0.1765 0.9284
0.1848 0.7862 1000 0.1680 0.9285
0.1738 1.1792 1500 0.1732 0.9266
0.1729 1.5723 2000 0.1605 0.9338
0.1619 1.9654 2500 0.1623 0.9283
0.1574 2.3585 3000 0.1589 0.9334
0.1500 2.7516 3500 0.1635 0.9340
0.1338 3.1447 4000 0.1616 0.9334
0.1350 3.5377 4500 0.1910 0.9228
0.1370 3.9308 5000 0.1664 0.9280
0.1093 4.3239 5500 0.1803 0.9321
0.1076 4.7170 6000 0.1908 0.9312
0.0677 5.1101 6500 0.2124 0.9309
0.0732 5.5031 7000 0.2236 0.9263
0.0666 5.8962 7500 0.2175 0.9280
0.0430 6.2893 8000 0.2474 0.9268
0.0393 6.6824 8500 0.2578 0.9256
0.0266 7.0755 9000 0.2742 0.9280
0.0243 7.4686 9500 0.2939 0.9290
0.0234 7.8616 10000 0.2994 0.9282
0.0140 8.2547 10500 0.3040 0.9287
0.0137 8.6478 11000 0.3067 0.9288
0.0144 9.0409 11500 0.3179 0.9294
0.0128 9.4340 12000 0.3179 0.9292
0.0110 9.8270 12500 0.3184 0.9290

Framework versions

  • Transformers 5.3.0
  • Pytorch 2.6.0+cu124
  • Datasets 4.8.3
  • Tokenizers 0.22.2
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