ibrahimkhail/cnn-deployment

🌱 Plant Disease Classifier

A professional web application for detecting plant diseases using Convolutional Neural Networks (CNN). Features bilingual support (English/Pashto), RTL/LTR switching, user authentication, admin dashboard, and comprehensive disease management.

📋 Features

🌐 Multi-Language Support

• English & Pashto interface with automatic RTL/LTR switching
• Real-time language switching without page reload
• Complete bilingual disease information

👥 User Management

• User registration and login system
• Role-based access control (Admin/User)
• User prediction history tracking
• Profile management

🎯 Disease Detection

• Real-time plant disease classification
• 8 PlantVillage dataset classes support
• Disease severity analysis
• Treatment recommendations
• Prevention tips

📊 Admin Dashboard

• Comprehensive system statistics
• User management interface
• Message inbox with reply functionality
• System logs with auto-deletion
• Disease information management

🔧 Technical Features

• Flask web framework with SQLAlchemy ORM
• TensorFlow/Keras model integration
• Responsive Bootstrap 5 design
• File upload with validation
• Real-time progress indicators
• Toast notifications
• Sidebar navigation with toggle
• Disclaimer and warning system

📁 Project Structure

🌱 Plant Disease Classifier

A professional web application for detecting plant diseases using Convolutional Neural Networks (CNN). Features bilingual support (English/Pashto), RTL/LTR switching, user authentication, admin dashboard, and comprehensive disease management.

📋 Features

🌐 Multi-Language Support

• English & Pashto interface with automatic RTL/LTR switching
• Real-time language switching without page reload
• Complete bilingual disease information

👥 User Management

• User registration and login system
• Role-based access control (Admin/User)
• User prediction history tracking
• Profile management

🎯 Disease Detection

• Real-time plant disease classification
• 8 PlantVillage dataset classes support
• Disease severity analysis
• Treatment recommendations
• Prevention tips

📊 Admin Dashboard

• Comprehensive system statistics
• User management interface
• Message inbox with reply functionality
• System logs with auto-deletion
• Disease information management

🔧 Technical Features

• Flask web framework with SQLAlchemy ORM
• TensorFlow/Keras model integration
• Responsive Bootstrap 5 design
• File upload with validation
• Real-time progress indicators
• Toast notifications
• Sidebar navigation with toggle
• Disclaimer and warning system

📊 Supported Plant Diseases

The system detects 8 common plant diseases from the PlantVillage dataset:

English Classes:

• Pepper Bell Bacterial Spot
• Pepper Bell Healthy
• Potato Early Blight
• Potato Late Blight
• Potato Healthy
• Tomato Bacterial Spot
• Tomato Early Blight
• Tomato Late Blight

📁 Project Structure

---

plant-disease-classifier/
│
├── app.py                 # Main Flask application
├── cnn.h5                 # Trained CNN model
├── requirements.txt       # Python dependencies
├── Procfile               # Heroku deployment
├── runtime.txt            # Python version
├── .gitignore             # Git ignore file
│
├── static/                # Static files
│   ├── css/
│   │   ├── style.css      # Main styles
│   │   └── rtl.css        # RTL styles
│   ├── js/
│   │   └── script.js      # JavaScript functions
│   └── uploads/           # User uploaded images
│
├── templates/             # HTML templates
│   ├── base.html
│   ├── index.html
│   ├── login.html
│   ├── register.html
│   ├── profile.html
│   ├── prediction.html
│   ├── results.html
│   ├── analysis.html
│   ├── about.html
│   ├── contact.html
│   ├── admin_dashboard.html
│   ├── admin_users.html
│   ├── admin_messages.html
│   ├── admin_logs.html
│   ├── admin_diseases.html
│   ├── edit_disease.html
│   └── disease_info.html
│
└── plant_disease.db       # SQLite database

🚀 Quick Start Guide

Prerequisites

• Python 3.8 or higher
• pip (Python package manager)
• Git

Step 1: Clone the Repository

git clone https://github.com/yourusername/plant-disease-classifier.git
cd plant-disease-classifier

📦 requirements.txt

Flask==2.3.3
flask-sqlalchemy==3.0.5
flask-login==0.6.2
flask-bcrypt==1.0.1
tensorflow==2.13.0
keras==2.13.1
numpy==1.24.3
pillow==10.0.0
schedule==1.2.0
gunicorn==21.2.0
python-dotenv==1.0.0

🚢 Deployment

Heroku Deployment

# Login to Heroku
heroku login

# Create Heroku app
heroku create your-app-name

# Set buildpack
heroku buildpacks:set heroku/python

# Deploy
git push heroku main

# Open application
heroku open