🌿 AgriVision Pro – Plant Disease Detection System

AgriVision Pro is a desktop-based machine learning application designed to automatically detect and classify plant diseases from leaf images. The system uses a hybrid approach combining unsupervised image segmentation and supervised classification.

🖥️ Application Screenshots

🔹 Main Dashboard

🔹 Disease Prediction Result

🔍 Methodology

1. Image Preprocessing

   • Resize images to 256×256 pixels

2. Segmentation

   • K-Means clustering (k=2) to isolate diseased regions

3. Feature Extraction (10 Features)

   • Color: Mean & Std of RGB (6)
   • Texture: GLCM Contrast, Correlation, Energy (3)
   • Shape: Diseased area ratio (1)

4. Classification

   • Random Forest Classifier (100 trees)

5. GUI

   • Desktop application built using CustomTkinter

🧠 Model

• Algorithm: Random Forest Classifier
• Training/Test Split: 80/20
• Dataset: PlantVillage
• Evaluation Metrics: Accuracy, Precision, Recall, F1-score

🚀 How to Run

1. Install Dependencies

pip install -r requirements.txt