Edit model card
YAML Metadata Error: "datasets[0]" with value "chest xrays" is not valid. If possible, use a dataset id from https://hf.co/datasets.

vit-base-xray-pneumonia

This model is a fine-tuned version of google/vit-base-patch16-224-in21k on the chest-xray-pneumonia dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3387
  • Accuracy: 0.9006

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: 0.0002
  • train_batch_size: 16
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 10

Training results

Training Loss Epoch Step Validation Loss Accuracy
0.1233 0.31 100 1.1662 0.6651
0.0868 0.61 200 0.3387 0.9006
0.1387 0.92 300 0.5297 0.8237
0.1264 1.23 400 0.4566 0.8590
0.0829 1.53 500 0.6832 0.8285
0.0734 1.84 600 0.4886 0.8157
0.0132 2.15 700 1.3639 0.7292
0.0877 2.45 800 0.5258 0.8846
0.0516 2.76 900 0.8772 0.8013
0.0637 3.07 1000 0.4947 0.8558
0.0022 3.37 1100 1.0062 0.8045
0.0555 3.68 1200 0.7822 0.8285
0.0405 3.99 1300 1.9288 0.6779
0.0012 4.29 1400 1.2153 0.7981
0.0034 4.6 1500 1.8931 0.7308
0.0339 4.91 1600 0.9071 0.8590
0.0013 5.21 1700 1.6266 0.7580
0.0373 5.52 1800 1.5252 0.7676
0.001 5.83 1900 1.2748 0.7869
0.0005 6.13 2000 1.2103 0.8061
0.0004 6.44 2100 1.3133 0.7981
0.0004 6.75 2200 1.2200 0.8045
0.0004 7.06 2300 1.2834 0.7933
0.0004 7.36 2400 1.3080 0.7949
0.0003 7.67 2500 1.3814 0.7917
0.0004 7.98 2600 1.2853 0.7965
0.0003 8.28 2700 1.3644 0.7933
0.0003 8.59 2800 1.3137 0.8013
0.0003 8.9 2900 1.3507 0.7997
0.0003 9.2 3000 1.3751 0.7997
0.0003 9.51 3100 1.3884 0.7981
0.0003 9.82 3200 1.3831 0.7997

Example Images

Pneumonia Chest X-Ray

Pneumonia

Normal Chest X-Ray

Normal

Framework versions

  • Transformers 4.17.0
  • Pytorch 1.10.0+cu111
  • Datasets 1.18.4
  • Tokenizers 0.11.6
Downloads last month
28

Space using nickmuchi/vit-base-xray-pneumonia 1