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# plant_disease_classification

This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0323
- Accuracy: 0.9915

## 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: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 7

### Training results

| Training Loss | Epoch | Step  | Validation Loss | Accuracy |
|:-------------:|:-----:|:-----:|:---------------:|:--------:|
| 0.1367        | 1.0   | 8146  | 0.1257          | 0.9638   |
| 0.0952        | 2.0   | 16292 | 0.0908          | 0.9737   |
| 0.0694        | 3.0   | 24438 | 0.0702          | 0.9807   |
| 0.0536        | 4.0   | 32584 | 0.0578          | 0.9836   |
| 0.0389        | 5.0   | 40730 | 0.0567          | 0.9851   |
| 0.03          | 6.0   | 48876 | 0.0390          | 0.9892   |
| 0.0236        | 7.0   | 57022 | 0.0323          | 0.9915   |


### Framework versions

- Transformers 4.38.2
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2

apple___apple_scab apple___black_rot corn_(maize)___healthy grape___black_rot grape___esca_(black_measles) grape___leaf_blight_(isariopsis_leaf_spot) grape___healthy orange___haunglongbing_(citrus_greening) peach___bacterial_spot peach___healthy pepper,_bell___bacterial_spot pepper,_bell___healthy apple___cedar_apple_rust potato___early_blight potato___late_blight potato___healthy raspberry___healthy soybean___healthy squash___powdery_mildew strawberry___leaf_scorch strawberry___healthy tomato___bacterial_spot tomato___early_blight apple___healthy tomato___late_blight tomato___leaf_mold tomato___septoria_leaf_spot tomato___spider_mites two-spotted_spider_mite tomato___target_spot tomato___tomato_yellow_leaf_curl_virus tomato___tomato_mosaic_virus tomato___healthy blueberry___healthy cherry_(including_sour)___powdery_mildew cherry_(including_sour)___healthy corn_(maize)___cercospora_leaf_spot gray_leaf_spot corn_(maize)___common_rust_ corn_(maize)___northern_leaf_blight