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# healthy-plant-disease-identification

This model is a fine-tuned version of [google/mobilenet_v2_1.0_224](https://huggingface.co/google/mobilenet_v2_1.0_224) on the [Kaggle version](https://www.kaggle.com/datasets/vipoooool/new-plant-diseases-dataset) of the [Plant Village dataset](https://github.com/spMohanty/PlantVillage-Dataset).
It achieves the following results on the evaluation set:
- Cross Entropy Loss: 0.15
- Accuracy: 0.9541

## Intended uses & limitations

For identifying common diseases in crops and assessing plant health. Not to be used as a replacement for an actual diagnosis from experts.

## Training and evaluation data

The plant village dataset consists of 38 classes of diseases in common crops (including healthy/normal crops).

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 5e-5
- train_batch_size: 256
- eval_batch_size: 256
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.2
- num_epochs: 6

### Framework versions

- Transformers 4.27.3
- Pytorch 1.13.0
- Datasets 2.1.0
- Tokenizers 0.13.2

apple scab apple with black rot cedar apple rust healthy apple healthy blueberry plant cherry with powdery mildew healthy cherry plant corn (maize) with cercospora and gray leaf spot corn (maize) with common rust corn (maize) with northern leaf blight healthy corn (maize) plant grape with black rot grape with esca (black measles) grape with isariopsis leaf spot healthy grape plant orange with citrus greening peach with bacterial spot healthy peach plant bell pepper with bacterial spot healthy bell pepper plant potato with early blight potato with late blight healthy potato plant healthy raspberry plant healthy soybean plant squash with powdery mildew strawberry with leaf scorch healthy strawberry plant tomato with bacterial spot tomato with early blight tomato with late blight tomato with leaf mold tomato with septoria leaf spot tomato with spider mites or two-spotted spider mite tomato with target spot tomato yellow leaf curl virus tomato mosaic virus healthy tomato plant