🌿 Plant Disease Detection

Overview

The Plant Disease Detection project is a web application aimed at helping farmers and agricultural experts diagnose plant diseases through images of plant leaves. Leveraging a deep learning model trained on a dataset of plant leaf images, the tool quickly and accurately identifies diseases, providing timely insights to prevent disease spread and enhance crop health.

✨ Features

• Image Upload: Users can upload images of plant leaves via a user-friendly interface.
• Disease Prediction: The app processes uploaded images to predict the type of disease affecting the plant.
• Class Labels: Identifies 38 different plant diseases, including healthy plants.
• Backend Processing: Flask-powered backend handles image processing and model inference.

🛠️ Technical Details

• Frontend: Built with React, enabling users to upload images and view predictions.
• Backend: Flask backend manages HTTP requests, image processing, and model interactions.
• Model:Trained with Kaggle datasets using tensorflow and mobilenet pretrained model.
• CORS: Flask-CORS enabled for seamless frontend-backend communication.

🔧 Setup

To get started with this project:

1. Clone the repository:

   git clone  https://github.com/ESR-style/Crop-Disease-ml.git

2. Backend Setup:

       cd backend
       python app.py

3. Frontend Setup:

       npm install
       npm run dev

🚀 Usage

• Open the web application in your browser.
• upload an image of a plant leaf.
• Click the "Upload" button to submit the image.
• View the predicted disease and take appropriate action.

📋 Class Labels

The model can identify the following plant diseases:

• Apple: Apple scab, Black rot, Cedar apple rust, Healthy
• Blueberry: Healthy
• Cherry: Powdery mildew, Healthy
• Corn: Cercospora leaf spot, Common rust, Northern Leaf - Blight, Healthy
• Grape: Black rot, Esca (Black Measles), Leaf blight, Healthy
• Orange: Haunglongbing (Citrus greening)
• Peach: Bacterial spot, Healthy
• Pepper: Bacterial spot, Healthy
• Potato: Early blight, Late blight, Healthy
• Raspberry: Healthy
• Soybean: Healthy
• Strawberry: Leaf scorch, Healthy
• Tomato: Bacterial spot, Early blight, Late blight, Leaf Mold, Septoria leaf spot, Spider mites, Target Spot, Tomato Yellow Leaf Curl Virus, Tomato mosaic virus, Healthy

Training Process