finetuned-beit-limb-seq-t2-2heads-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_2 dataset. It achieves the following results on the evaluation set:
- Loss: 0.3945
- 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 |
---|---|---|---|---|
0.6204 | 1.0 | 180 | 0.4733 | 0.9002 |
0.4236 | 2.0 | 360 | 0.4528 | 0.8992 |
0.4123 | 3.0 | 540 | 0.4366 | 0.9002 |
0.4292 | 4.0 | 720 | 0.4044 | 0.9081 |
0.3976 | 5.0 | 900 | 0.4197 | 0.9101 |
0.4198 | 6.0 | 1080 | 0.4055 | 0.9081 |
0.4067 | 7.0 | 1260 | 0.4086 | 0.9091 |
0.4176 | 8.0 | 1440 | 0.4073 | 0.9081 |
0.3967 | 9.0 | 1620 | 0.4019 | 0.9130 |
0.3984 | 10.0 | 1800 | 0.4045 | 0.9121 |
0.3955 | 11.0 | 1980 | 0.4085 | 0.9101 |
0.3791 | 12.0 | 2160 | 0.4016 | 0.9111 |
0.3708 | 13.0 | 2340 | 0.3992 | 0.9150 |
0.383 | 14.0 | 2520 | 0.3989 | 0.9140 |
0.3347 | 15.0 | 2700 | 0.4061 | 0.9180 |
0.3367 | 16.0 | 2880 | 0.3990 | 0.9101 |
0.3203 | 17.0 | 3060 | 0.4040 | 0.9101 |
0.349 | 18.0 | 3240 | 0.3945 | 0.9150 |
0.3384 | 19.0 | 3420 | 0.4006 | 0.9081 |
0.3466 | 20.0 | 3600 | 0.3997 | 0.9101 |
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-t2-2heads-1layers-1e-4lr
Base model
c14kevincardenas/ClimBEiT_single_frame