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# convnext-base-224_rice-leaf-disease-augmented-v2_fft

This model is a fine-tuned version of [facebook/convnext-base-224](https://huggingface.co/facebook/convnext-base-224) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3334
- Accuracy: 0.8929

## 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-05
- train_batch_size: 64
- eval_batch_size: 64
- 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: cosine_with_restarts
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 15
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| 1.9755        | 1.0   | 125  | 1.7906          | 0.5119   |
| 1.3671        | 2.0   | 250  | 1.0186          | 0.75     |
| 0.7289        | 3.0   | 375  | 0.6316          | 0.8185   |
| 0.4637        | 4.0   | 500  | 0.5039          | 0.8482   |
| 0.3583        | 5.0   | 625  | 0.4573          | 0.8571   |
| 0.3262        | 6.0   | 750  | 0.4528          | 0.8631   |
| 0.2609        | 7.0   | 875  | 0.3666          | 0.8780   |
| 0.1505        | 8.0   | 1000 | 0.3273          | 0.8899   |
| 0.0925        | 9.0   | 1125 | 0.3147          | 0.8869   |
| 0.0696        | 10.0  | 1250 | 0.3147          | 0.8839   |
| 0.0616        | 11.0  | 1375 | 0.3084          | 0.8929   |
| 0.0335        | 12.0  | 1500 | 0.3218          | 0.8929   |
| 0.0151        | 13.0  | 1625 | 0.3257          | 0.8929   |
| 0.0096        | 14.0  | 1750 | 0.3379          | 0.8929   |
| 0.0085        | 15.0  | 1875 | 0.3334          | 0.8929   |


### Framework versions

- Transformers 4.48.3
- Pytorch 2.5.1+cu124
- Datasets 3.3.2
- Tokenizers 0.21.0

bacterial leaf blight brown spot healthy rice leaf leaf blast leaf scald narrow brown leaf spot rice hispa sheath blight