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# swin-tiny-patch4-window7-224-plant-disease-new

This model is a fine-tuned version of [microsoft/swin-tiny-patch4-window7-224](https://huggingface.co/microsoft/swin-tiny-patch4-window7-224) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0163
- Accuracy: 0.9945

## 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: 100
- eval_batch_size: 100
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 400
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 6

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| 0.1728        | 1.0   | 366  | 0.0762          | 0.9750   |
| 0.1022        | 2.0   | 733  | 0.0430          | 0.9855   |
| 0.0806        | 3.0   | 1100 | 0.0265          | 0.9912   |
| 0.0623        | 4.0   | 1467 | 0.0229          | 0.9931   |
| 0.046         | 5.0   | 1833 | 0.0189          | 0.9937   |
| 0.0471        | 5.99  | 2196 | 0.0163          | 0.9945   |


### Framework versions

- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.0
- Tokenizers 0.15.0

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