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finetuned-pneumonia-classification
Gabriel2502/finetuned-pneumonia-classification
finetuned-pneumonia-classification is a image classification model from Gabriel2502. Use it when you need a label for an image. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Image Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- vit
- Access
- Public
- Created
- May 19, 2025
- Updated
- May 19, 2025
- SHA
- b24b2d52
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
finetuned-pneumonia-classification
This model is a fine-tuned version of google/vit-base-patch16-224-in21k on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1026
- Accuracy: 0.9663
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: 0.0002
- train_batch_size: 32
- 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: 4
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.284 | 0.7634 | 100 | 0.3032 | 0.8830 |
| 0.1528 | 1.5267 | 200 | 0.2668 | 0.9119 |
| 0.1592 | 2.2901 | 300 | 0.1441 | 0.9487 |
| 0.0885 | 3.0534 | 400 | 0.1037 | 0.9663 |
| 0.098 | 3.8168 | 500 | 0.1026 | 0.9663 |
Framework versions
- Transformers 4.51.3
- Pytorch 2.6.0+cu124
- Datasets 3.6.0
- Tokenizers 0.21.1
- Task
- Image Classification
- Library
- transformers
- Type
- vit
- License
- apache-2.0
- Created
- May 19, 2025
- Updated
- May 19, 2025