finetuned-beit-limb-seq-t4-2heads-2layers-1e-4lr

This model is a fine-tuned version of c14kevincardenas/beit-large-patch16-384-limb-person-crop on the c14kevincardenas/beta_caller_284_person_crop_seq_withlimb_4 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3905
  • Accuracy: 0.9198

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: 2014
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 250
  • num_epochs: 20.0
  • mixed_precision_training: Native AMP
  • label_smoothing_factor: 0.05

Training results

Training Loss Epoch Step Validation Loss Accuracy
0.728 1.0 148 0.4692 0.8934
0.4398 2.0 296 0.4154 0.9174
0.4817 3.0 444 0.4183 0.9114
0.4336 4.0 592 0.4365 0.9006
0.4266 5.0 740 0.4001 0.9186
0.4375 6.0 888 0.4102 0.9090
0.3893 7.0 1036 0.4297 0.9078
0.4142 8.0 1184 0.3987 0.9222
0.4409 9.0 1332 0.3905 0.9198
0.3839 10.0 1480 0.3984 0.9126
0.3798 11.0 1628 0.4075 0.9138
0.4059 12.0 1776 0.3997 0.9114
0.3785 13.0 1924 0.4169 0.9114
0.3823 14.0 2072 0.4268 0.9102
0.3601 15.0 2220 0.4115 0.9150
0.3725 16.0 2368 0.3957 0.9246
0.3321 17.0 2516 0.4084 0.9138
0.3718 18.0 2664 0.4134 0.9102
0.3605 19.0 2812 0.4041 0.9150
0.3167 20.0 2960 0.4074 0.9186

Framework versions

  • Transformers 4.45.2
  • Pytorch 2.5.0+cu124
  • Datasets 3.0.1
  • Tokenizers 0.20.1
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