A library for plant disease detection using deep learning
Project description
plant_disease_lib
A Python library for plant disease detection using deep learning (CNN) and supplementary treatment information.
Features
- Predict plant disease from leaf images using deep learning models
- Return disease name, description, treatment/prevention steps, and recommended supplements
- CSV-based metadata lookup for diseases and supplements
- Torch-based model loading and inference
- Easily extensible for new disease classes and models
Installation
Install via pip once released on PyPI:
pip install plant_disease_lib
Or clone the repository:
git clone https://github.com/P-r-a-n-a-v-N-a-i-r/plant-disease-lib.git cd plant-disease-lib pip install -e .
Usage
from plant_disease_lib import PlantDiseasePredictor
predictor = PlantDiseasePredictor( model_path='models/cnn_model.pth', disease_csv_path='data/disease_info.csv', supplement_csv_path='data/supplement_info.csv', num_classes=39 )
result = predictor.predict_with_metadata('test_image.jpg') print(result)
Example result output:
{
"index": 12,
"disease_title": "Tomato Early Blight",
"description": "...",
"prevent": "...",
"image_url": "...",
"supplement_name": "...",
"supplement_image_url": "...",
"supplement_buy_link": "https://example.com"
}
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