seekwell_skincancer
This model is a fine-tuned version of Anwarkh1/Skin_Cancer-Image_Classification on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.4759
- Accuracy: 0.5370
- Balanced Accuracy: 0.5487
- F1: 0.5636
- Precision: 0.6202
- Recall: 0.5370
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: 5e-06
- train_batch_size: 64
- eval_batch_size: 16
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 15
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | Balanced Accuracy | F1 | Precision | Recall |
---|---|---|---|---|---|---|---|---|
No log | 1.0 | 29 | 1.7928 | 0.1717 | 0.1621 | 0.1560 | 0.2095 | 0.1717 |
No log | 2.0 | 58 | 1.7462 | 0.2891 | 0.2562 | 0.2608 | 0.3386 | 0.2891 |
No log | 3.0 | 87 | 1.7055 | 0.3717 | 0.3505 | 0.3412 | 0.4271 | 0.3717 |
No log | 4.0 | 116 | 1.6709 | 0.4478 | 0.4589 | 0.4324 | 0.5368 | 0.4478 |
No log | 5.0 | 145 | 1.6375 | 0.4891 | 0.5031 | 0.4946 | 0.6003 | 0.4891 |
No log | 6.0 | 174 | 1.6067 | 0.4891 | 0.4941 | 0.5050 | 0.6001 | 0.4891 |
No log | 7.0 | 203 | 1.5787 | 0.5065 | 0.5266 | 0.5260 | 0.6004 | 0.5065 |
No log | 8.0 | 232 | 1.5530 | 0.5130 | 0.5307 | 0.5370 | 0.6014 | 0.5130 |
No log | 9.0 | 261 | 1.5301 | 0.5130 | 0.5313 | 0.5395 | 0.6015 | 0.5130 |
No log | 10.0 | 290 | 1.5117 | 0.5217 | 0.5359 | 0.5489 | 0.6089 | 0.5217 |
No log | 11.0 | 319 | 1.4960 | 0.5239 | 0.5429 | 0.5505 | 0.6099 | 0.5239 |
No log | 12.0 | 348 | 1.4840 | 0.5304 | 0.5430 | 0.5569 | 0.6135 | 0.5304 |
No log | 13.0 | 377 | 1.4759 | 0.5370 | 0.5487 | 0.5636 | 0.6202 | 0.5370 |
No log | 14.0 | 406 | 1.4704 | 0.5326 | 0.5467 | 0.5598 | 0.6179 | 0.5326 |
No log | 15.0 | 435 | 1.4688 | 0.5348 | 0.5478 | 0.5622 | 0.6205 | 0.5348 |
Framework versions
- Transformers 4.52.4
- Pytorch 2.6.0+cu124
- Datasets 3.6.0
- Tokenizers 0.21.1
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Base model
Anwarkh1/Skin_Cancer-Image_Classification