{"id":26898336,"url":"https://github.com/kevalshah91/advanced-proctoring-system","last_synced_at":"2026-05-18T05:37:40.550Z","repository":{"id":285184963,"uuid":"957326845","full_name":"Kevalshah91/Advanced-Proctoring-System","owner":"Kevalshah91","description":"An AI-powered proctoring system utilizing YOLOv5, MediaPipe, and OpenCV for real-time detection of phones, multiple faces, eye tracking, and suspicious activity during online assessments. 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📌 Advanced Proctoring System  \n\n![Python](https://img.shields.io/badge/Python-3.8+-blue?logo=python)  \n![OpenCV](https://img.shields.io/badge/OpenCV-4.x-blue?logo=opencv)  \n![YOLOv5](https://img.shields.io/badge/YOLOv5-Object_Detection-orange)  \n\n## 🚀 Overview  \nThe **Advanced Proctoring System** is an AI-powered tool designed to **monitor online exams** by detecting:  \n✅ **Phones \u0026 electronic devices** using YOLOv5  \n✅ **Face absence \u0026 multiple faces** to prevent impersonation  \n✅ **Eye tracking \u0026 looking away detection** using MediaPipe  \n✅ **Real-time alerts, logging, and violation tracking**  \n\n## 🛠️ Features  \n✔️ **Real-time monitoring** with OpenCV  \n✔️ **YOLOv5-based phone detection** (optimized for multiple classes)  \n✔️ **Face \u0026 eye detection** with Haar cascades  \n✔️ **Live audio alerts for violations**  \n✔️ **Automated logging \u0026 violation reports**  \n✔️ **Cross-platform compatibility** (Windows, Linux, macOS)  \n\n## 🔄 System Flowchart  \n```mermaid\ngraph TD;\n    A[Start] --\u003e B[Initialize Systems]\n    B --\u003e|Load YOLOv5| C[Phone Detection]\n    B --\u003e|Load MediaPipe| D[Face \u0026 Eye Tracking]\n    B --\u003e|Initialize Logging| E[Logging \u0026 Reports]\n\n    C --\u003e|Detect Phones| F[Violation Check]\n    D --\u003e|Detect Multiple Faces| F\n    D --\u003e|Track Eye Movement| F\n\n    F --\u003e|No Violations| G[Continue Monitoring]\n    F --\u003e|Violation Detected| H[Trigger Alert \u0026 Log]\n    H --\u003e I[Capture Screenshot \u0026 Record]\n\n    I --\u003e J[Store in proctoring_logs/]\n    J --\u003e K[Generate Report]\n\n    G --\u003e B\n    H --\u003e B\n    K --\u003e L[End]\n```\n\n## 📜 Logging \u0026 Reports  \n📝 **Violation logs** are stored in the `proctoring_logs/` folder.  \n\n\n\n## 📌 Future Improvements  \n- 🔍 **Enhance accuracy** with deep learning-based face tracking  \n- 🎙️ **Voice detection** for verbal cheating detection  \n- 📊 **Web-based dashboard** for 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