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# PlantDiseaseDetectorV2

This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on the image_folder dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0610
- Accuracy: 0.9987

## 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
- gradient_accumulation_steps: 4
- total_train_batch_size: 256
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 7

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| 0.9051        | 1.0   | 219  | 0.8025          | 0.9861   |
| 0.2801        | 2.0   | 439  | 0.2606          | 0.9959   |
| 0.1455        | 3.0   | 659  | 0.1402          | 0.9973   |
| 0.0949        | 4.0   | 879  | 0.0942          | 0.9986   |
| 0.0741        | 5.0   | 1098 | 0.0749          | 0.9984   |
| 0.0623        | 6.0   | 1318 | 0.0642          | 0.9984   |
| 0.0586        | 6.98  | 1533 | 0.0610          | 0.9987   |


### Framework versions

- Transformers 4.33.0
- Pytorch 2.0.0
- Datasets 2.1.0
- Tokenizers 0.13.3

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