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Capstone project leveraging Generative AI for automated video monitoring, intelligent summarization, and behavioral assessment — by Team Data Mavericks

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Generative AI for Improved Video Monitoring 🎥🧠

An AI-powered surveillance system built to automate video monitoring, detect anomalies in real time, and generate actionable insights via a smart dashboard.

🔍 Problem Statement

Manual review of CCTV footage is time-consuming, error-prone, and often leads to delayed detection of threats or incidents. Our solution automates surveillance using computer vision and deep learning to enable intelligent, real-time monitoring.

💡 Key Features

  • 🎯 Real-time activity detection and anomaly classification
  • 📦 Centralized storage of activity logs, alerts, and summaries
  • 📄 Auto-generated PDF reports using Groq LLM
  • 📊 Interactive Streamlit dashboard for visualization
  • 🧠 Graph-based relationship tracking (Neo4j) for event mapping

🛠️ Tech Stack

  • Python, PyTorch, FFmpeg, OpenCV
  • YOLOv8 + DeepSORT for object tracking
  • 3D ResNet-18 for spatiotemporal action recognition
  • Whisper (planned) for audio event detection
  • Streamlit + Neo4j for dashboard and storage

🌐 Future Prospects

Feature Domains Use Case Examples
🧠 Edge Deployment Smart Cities, Industry Jetson Nano detects traffic violations or PPE violations on-site
🔊 Audio Analysis (Whisper) Hospitals, Transport Detect glass breaking, shouting, or cries for help
🛎️ Auto Alert Routing Airports, Hostels Route alerts to closest guard based on location
🎥🔊 Sensor Fusion Banks, Events, Homes Combine audio-visual cues for intelligent decisions

👩‍💻 Team

  • Trisha Sharma
  • Anahita Bhandari
  • Ananya Manan

Built with 💡 by Team Data Mavericks, Manipal University Jaipur

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Capstone project leveraging Generative AI for automated video monitoring, intelligent summarization, and behavioral assessment — by Team Data Mavericks

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