نظام ذكي لاكتشاف صحة الأبقار وتحليل الأمراض وإدارة المزارع

AI-Powered Cow Health Detection, Disease Analysis & Smart Farm Monitoring System

An AI-driven livestock health monitoring system that uses YOLO object detection and Gemini Vision models to detect cows in images, videos, and webcam streams. The system diagnoses visible disease symptoms, manages users with role-based access, and provides automated health analytics with annotated outputs.

Project Description

This project is a complete AI-powered livestock health analysis platform designed for farms, veterinarians, and dairy monitoring environments. It integrates YOLO, Google Gemini Vision, Supervision, OpenCV, OCR, FastAPI, SQLite, and email automation to deliver a fully functional Smart Cow Health Inspection System.

Users can upload images, videos, or live webcam feeds. The system matches detected symptoms with a database of over 25 cow diseases, generates full health reports, provides real-time alerts, and supports secure authentication and email notifications.

Core Objectives

• ✅ Automatically detect cows from images, videos, or webcam feeds.
• ✅ Identify early-stage visible disease symptoms using Vision AI.
• ✅ Provide accurate health recommendations.
• ✅ Secure user authentication with admin approval.
• ✅ Real-time annotated streaming with health overlays.
• ✅ Historical data storage for analytics and dashboards.
• ✅ Automated email notifications.

Key Features

AI-Based Cow Detection

• 🐄 YOLO model for fast and accurate cow detection.

AI Disease Diagnosis

• 🤖 Analyzes cows for visible disease symptoms.
• 📚 Matches findings with a rich disease-symptom database.
• ✅ Outputs disease name, symptoms, and recommended actions.

Image, Video & Webcam Processing

• 📷 Image uploads with instant annotated results.
• 🎞️ Video analysis with frame-by-frame detection.
• 📡 Real-time webcam streaming with live health updates.

Authentication & Security

• 🛡️ Admin and User roles.
• 🔐 Secure session tokens with expiration.
• 🔒 Encrypted passwords using bcrypt.

Email Automation & History Tracking

• 📨 Account approval and password reset emails.
• 🗂️ Stores disease results, symptoms, cow count, and timestamps.
• ♻️ Automatic cleanup of old media files.

Technology Stack

• 🐍 Backend: FastAPI, Starlette
• 👁️ Computer Vision: YOLO, OpenCV, Supervision
• 🧠 AI Models: Google Gemini Vision AI
• 📄 OCR: Tesseract
• 🗄️ Database: SQLite
• 📧 Email: SMTP, MIME

Use Cases

• 🐄 Dairy farm health monitoring.
• 📊 Smart livestock analytics.
• 🩺 Early disease detection.
• 📡 Remote farm surveillance.
• 📚 AI-based dataset creation for research.

Custom Enhancement Options

• 🌡️ Thermal camera integration for fever detection.
• 📱 Mobile app alerts.
• 🐐 Support for other livestock types.
• 🚨 Real-time disease alert emails.

Conclusion

This AI-powered cow health monitoring system delivers a production-ready smart farming solution. By combining YOLO detection, Gemini Vision AI, and a scalable FastAPI backend, it automates livestock health analysis, reduces manual inspections, and enables early disease detection—forming a strong foundation for next-generation smart farms.