📌 Advanced Proctoring System

🚀 Overview

The Advanced Proctoring System is an AI-powered tool designed to monitor online exams by detecting:
✅ Phones & electronic devices using YOLOv5
✅ Face absence & multiple faces to prevent impersonation
✅ Eye tracking & looking away detection using MediaPipe
✅ Real-time alerts, logging, and violation tracking

🛠️ Features

✔️ Real-time monitoring with OpenCV
✔️ YOLOv5-based phone detection (optimized for multiple classes)
✔️ Face & eye detection with Haar cascades
✔️ Live audio alerts for violations
✔️ Automated logging & violation reports
✔️ Cross-platform compatibility (Windows, Linux, macOS)

🔄 System Flowchart

graph TD;
    A[Start] --> B[Initialize Systems]
    B -->|Load YOLOv5| C[Phone Detection]
    B -->|Load MediaPipe| D[Face & Eye Tracking]
    B -->|Initialize Logging| E[Logging & Reports]

    C -->|Detect Phones| F[Violation Check]
    D -->|Detect Multiple Faces| F
    D -->|Track Eye Movement| F

    F -->|No Violations| G[Continue Monitoring]
    F -->|Violation Detected| H[Trigger Alert & Log]
    H --> I[Capture Screenshot & Record]

    I --> J[Store in proctoring_logs/]
    J --> K[Generate Report]

    G --> B
    H --> B
    K --> L[End]

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📜 Logging & Reports

📝 Violation logs are stored in the proctoring_logs/ folder.

📌 Future Improvements

• 🔍 Enhance accuracy with deep learning-based face tracking
• 🎙️ Voice detection for verbal cheating detection
• 📊 Web-based dashboard for real-time analytics