finetuned-beit-limb-seq-t2-2heads-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_2 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3930
  • Accuracy: 0.9140

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
0.5123 1.0 180 0.4309 0.9150
0.4506 2.0 360 0.4489 0.9101
0.4381 3.0 540 0.4330 0.9002
0.4298 4.0 720 0.4092 0.9071
0.3973 5.0 900 0.4056 0.9140
0.4295 6.0 1080 0.4047 0.9140
0.4114 7.0 1260 0.4367 0.9002
0.4117 8.0 1440 0.4116 0.9170
0.4039 9.0 1620 0.4014 0.9160
0.4026 10.0 1800 0.4011 0.9130
0.3919 11.0 1980 0.3930 0.9140
0.3808 12.0 2160 0.4032 0.9121
0.371 13.0 2340 0.3959 0.9091
0.3773 14.0 2520 0.3944 0.9130
0.3334 15.0 2700 0.4254 0.9091
0.3294 16.0 2880 0.4132 0.9121
0.3222 17.0 3060 0.4043 0.9121
0.3527 18.0 3240 0.4040 0.9150
0.3269 19.0 3420 0.4080 0.9121
0.3325 20.0 3600 0.4055 0.9111

Framework versions

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