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
Inference Providers
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Model tree for c14kevincardenas/finetuned-beit-limb-seq-t4-2heads-2layers-1e-4lr
Base model
c14kevincardenas/ClimBEiT_single_frame