Agriculture and Artificial Intelligence are coming together to solve real-world problems! In this project, I built a Plant Disease Detection System using Deep Learning (CNN) that can identify plant diseases from leaf images and provide actionable insights like treatment and fertilizer recommendations.
π What This Project Does
The workflow is simple and effective:
Upload a plant leaf image β Get disease prediction β Receive treatment guidance
This makes it highly useful for farmers, agricultural professionals, and even researchers looking for quick and reliable plant health analysis.
π― Key Features
- π Real-time Disease Detection using Convolutional Neural Networks
- π― 81β84% Accuracy across 38 plant disease classes
- π Treatment & Prevention Recommendations tailored to predictions
- π Prediction History Tracking with timestamps
- π± Responsive Design (Desktop, Tablet, Mobile)
- π REST API Support for integration with mobile apps
- π Security Focused (CSRF protection, file validation, input sanitization)
πΎ Supported Plants & Diseases
The model currently supports 38 disease classes across multiple crops:
- π Tomato β 10 disease classes
- π₯ Potato β 3 disease classes
- π½ Corn β 4 disease classes
- πΆοΈ Pepper β 2 disease classes
- π Other crops also included
π οΈ Tech Stack
- Backend: Django
- Machine Learning: TensorFlow, CNN
- Languages: Python
- Frontend: HTML, CSS
- API: RESTful services
π― Goal of This Project
The main goal is to empower farmers with AI-driven tools that can:
- Improve crop health
- Reduce agricultural losses
- Provide quick decision support
- Promote smart farming practices
π GitHub Repository
Check out the full project here:
π https://github.com/buildwithsomnath/Plant-Disease-Detection/tree/main
πΈ Screenshot
π¬ Final Thoughts
This project reflects my passion for Data Science, Machine Learning, and Full Stack Development, and how these skills can be used to build impactful real-world solutions.
If you found this interesting or have suggestions, feel free to share your thoughts. Iβd love to collaborate and improve this further!
π·οΈ Tags
#AI #MachineLearning #DeepLearning #ComputerVision #Django #TensorFlow #DataScience #AgricultureTech
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