finetuned-beit-limb-seq-t3-4heads-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: 0.3860
- Accuracy: 0.9252
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 |
---|---|---|---|---|
0.6998 | 1.0 | 164 | 0.4404 | 0.9078 |
0.4207 | 2.0 | 328 | 0.4476 | 0.9187 |
0.439 | 3.0 | 492 | 0.4073 | 0.9132 |
0.4255 | 4.0 | 656 | 0.3950 | 0.9187 |
0.3913 | 5.0 | 820 | 0.3998 | 0.9197 |
0.4077 | 6.0 | 984 | 0.3928 | 0.9230 |
0.3771 | 7.0 | 1148 | 0.3860 | 0.9252 |
0.3788 | 8.0 | 1312 | 0.4121 | 0.9143 |
0.3956 | 9.0 | 1476 | 0.4081 | 0.9154 |
0.387 | 10.0 | 1640 | 0.3888 | 0.9262 |
0.3517 | 11.0 | 1804 | 0.3973 | 0.9197 |
0.3631 | 12.0 | 1968 | 0.3963 | 0.9176 |
0.3563 | 13.0 | 2132 | 0.3998 | 0.9252 |
0.3644 | 14.0 | 2296 | 0.3945 | 0.9208 |
0.3712 | 15.0 | 2460 | 0.3941 | 0.9230 |
0.3593 | 16.0 | 2624 | 0.3909 | 0.9241 |
0.3397 | 17.0 | 2788 | 0.3887 | 0.9241 |
0.3412 | 18.0 | 2952 | 0.3872 | 0.9252 |
0.3423 | 19.0 | 3116 | 0.3879 | 0.9230 |
0.3399 | 20.0 | 3280 | 0.3879 | 0.9295 |
Framework versions
- Transformers 4.45.2
- Pytorch 2.5.0+cu124
- Datasets 3.0.1
- Tokenizers 0.20.1
Inference Providers
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Model tree for c14kevincardenas/finetuned-beit-limb-seq-t3-4heads-1layers-1e-4lr
Base model
c14kevincardenas/ClimBEiT_single_frame