finetuned-beit-limb-seq-t3-2heads-1layers-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_3 dataset. It achieves the following results on the evaluation set:
- Loss: 0.3876
- Accuracy: 0.9208
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 |
---|---|---|---|---|
0.6956 | 1.0 | 164 | 0.4265 | 0.9089 |
0.4121 | 2.0 | 328 | 0.4510 | 0.9089 |
0.4086 | 3.0 | 492 | 0.4066 | 0.9187 |
0.4257 | 4.0 | 656 | 0.3893 | 0.9241 |
0.3966 | 5.0 | 820 | 0.4280 | 0.9165 |
0.411 | 6.0 | 984 | 0.3949 | 0.9241 |
0.3804 | 7.0 | 1148 | 0.3876 | 0.9208 |
0.3808 | 8.0 | 1312 | 0.4051 | 0.9089 |
0.3966 | 9.0 | 1476 | 0.3958 | 0.9165 |
0.3856 | 10.0 | 1640 | 0.3938 | 0.9241 |
0.3471 | 11.0 | 1804 | 0.3890 | 0.9273 |
0.3597 | 12.0 | 1968 | 0.3919 | 0.9165 |
0.3558 | 13.0 | 2132 | 0.3905 | 0.9295 |
0.3726 | 14.0 | 2296 | 0.3947 | 0.9252 |
0.3589 | 15.0 | 2460 | 0.3997 | 0.9230 |
0.3552 | 16.0 | 2624 | 0.3923 | 0.9230 |
0.332 | 17.0 | 2788 | 0.3911 | 0.9197 |
0.3374 | 18.0 | 2952 | 0.3916 | 0.9208 |
0.3353 | 19.0 | 3116 | 0.3924 | 0.9252 |
0.3368 | 20.0 | 3280 | 0.3923 | 0.9230 |
Framework versions
- Transformers 4.45.2
- Pytorch 2.5.0+cu124
- Datasets 3.0.1
- Tokenizers 0.20.1
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Model tree for c14kevincardenas/finetuned-beit-limb-seq-t3-2heads-1layers-1e-4lr
Base model
c14kevincardenas/ClimBEiT_single_frame