🔬 PyResearch
🧠 AI-Based Falling Detection
& Smart Surveillance System
Real-time AI surveillance that detects falls, tracks behavior,
and generates instant alerts — powered by Pyresearch.
⚡ Real-Time
Live Processing
🎯 95%+
Accuracy
🌐 Flask
Web Dashboard
📹 Multi
Webcam/RTSP/File
🚀 Core Features
🚨
Fall Detection
Detects when a person falls using body keypoint analysis. Instant visual alert generated.
🦴
Pose Estimation
Analyzes 17 body keypoints to understand posture — standing, fallen, or hands raised.
🏃
Behavior Analysis
Classifies walking, running, suspicious, and hands-up behaviors using motion speed.
📍
Loitering Detection
Triggers warning when a person stays in a defined zone beyond threshold time.
🆔
Object Tracking
ByteTrack assigns unique IDs to each person and tracks them across frames.
📊
Live Web Dashboard
Flask browser UI with live video stream, people count, FPS & event logs.
🏥 Use Cases
👴 Elderly Care
🏥 Hospitals
🏭 Workplaces
🏫 Schools
🏙️ Smart Cities
🔒 Public Security
🏪 Retail & Malls
🚉 Airports
🏥 Hospitals
🏭 Workplaces
🏫 Schools
🏙️ Smart Cities
🔒 Public Security
🏪 Retail & Malls
🚉 Airports
🛠️ Tech Stack
Python 3.10+
YOLOv8 / YOLO26
Pose Estimation
Flask Web Server
OpenCV
ByteTrack
Supervision
RTSP / Webcam / Video
NumPy
YOLOv8 / YOLO26
Pose Estimation
Flask Web Server
OpenCV
ByteTrack
Supervision
RTSP / Webcam / Video
NumPy
📦 What’s Included
✅ Full Python source code (app.py)
✅ Flask web dashboard (HTML/CSS/JS)
✅ Real-time MJPEG video streaming
✅ Fall & behavior detection engine
✅ Loitering zone detection
✅ ByteTrack person tracking
✅ Webcam / RTSP / File support
✅ Video upload with progress bar
✅ Live event log & alert system
✅ Setup & run instructions (README)
Reviews
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