finetuned-beit-limb-seq-t4-4heads-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: 0.3914
  • Accuracy: 0.9150

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
0.7344 1.0 148 0.4724 0.9006
0.437 2.0 296 0.4584 0.8910
0.5132 3.0 444 0.4280 0.9042
0.4165 4.0 592 0.4292 0.9102
0.4309 5.0 740 0.3967 0.9210
0.4253 6.0 888 0.4209 0.9078
0.4175 7.0 1036 0.4076 0.9102
0.403 8.0 1184 0.4002 0.9174
0.4628 9.0 1332 0.3954 0.9162
0.3802 10.0 1480 0.3914 0.9150
0.3973 11.0 1628 0.3952 0.9222
0.3902 12.0 1776 0.4013 0.9138
0.3726 13.0 1924 0.4178 0.9114
0.3913 14.0 2072 0.4156 0.9102
0.3621 15.0 2220 0.4171 0.9102
0.3642 16.0 2368 0.3965 0.9210
0.3344 17.0 2516 0.4092 0.9138
0.3723 18.0 2664 0.4121 0.9126
0.3767 19.0 2812 0.4041 0.9174
0.3037 20.0 2960 0.4081 0.9174

Framework versions

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