davanstrien / vit-base-patch32-224-in21-leicester_binary

huggingface.co
Total runs: 11
24-hour runs: -1
7-day runs: -2
30-day runs: 8
Model's Last Updated: September 11 2023
image-classification

Introduction of vit-base-patch32-224-in21-leicester_binary

Model Details of vit-base-patch32-224-in21-leicester_binary

vit-base-patch32-224-in21-leicester_binary

This model is a fine-tuned version of google/vit-base-patch32-224-in21k on the davanstrien/leicester_loaded_annotations_binary dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0628
  • F1: 0.9873
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: 2e-05
  • train_batch_size: 64
  • eval_batch_size: 128
  • seed: 1337
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 40.0
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss F1
No log 1.0 7 0.4529 0.8608
0.5024 2.0 14 0.3989 0.8608
0.3533 3.0 21 0.3741 0.8608
0.3533 4.0 28 0.3161 0.8608
0.285 5.0 35 0.2824 0.8608
0.2491 6.0 42 0.2701 0.8608
0.2491 7.0 49 0.2062 0.9114
0.2032 8.0 56 0.2050 0.9494
0.157 9.0 63 0.2013 0.9494
0.1127 10.0 70 0.1960 0.9367
0.1127 11.0 77 0.1417 0.9494
0.0903 12.0 84 0.1307 0.9494
0.0922 13.0 91 0.0870 0.9873
0.0922 14.0 98 0.2048 0.9241
0.0595 15.0 105 0.1204 0.9620
0.0527 16.0 112 0.2553 0.9367
0.0527 17.0 119 0.1675 0.9367
0.0477 18.0 126 0.2265 0.9241
0.0411 19.0 133 0.1901 0.9367
0.0299 20.0 140 0.2423 0.9241
0.0299 21.0 147 0.0639 0.9873
0.0487 22.0 154 0.1255 0.9494
0.0359 23.0 161 0.1213 0.9494
0.0359 24.0 168 0.0727 0.9747
0.0302 25.0 175 0.1116 0.9494
0.0304 26.0 182 0.1062 0.9494
0.0304 27.0 189 0.2097 0.9241
0.0274 28.0 196 0.1276 0.9494
0.0291 29.0 203 0.0967 0.9494
0.0202 30.0 210 0.0765 0.9747
0.0202 31.0 217 0.0628 0.9873
0.0232 32.0 224 0.1388 0.9494
0.0264 33.0 231 0.1062 0.9494
0.0264 34.0 238 0.1320 0.9494
0.0219 35.0 245 0.1528 0.9494
0.0194 36.0 252 0.1746 0.9494
0.0194 37.0 259 0.1609 0.9494
0.0204 38.0 266 0.1482 0.9494
0.0217 39.0 273 0.1522 0.9494
0.0216 40.0 280 0.1499 0.9494
Framework versions
  • Transformers 4.26.0.dev0
  • Pytorch 1.12.1+cu113
  • Datasets 2.7.1
  • Tokenizers 0.13.2

Runs of davanstrien vit-base-patch32-224-in21-leicester_binary on huggingface.co

11
Total runs
-1
24-hour runs
0
3-day runs
-2
7-day runs
8
30-day runs

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