897 B
897 B
People Counter with YOLOv8, ByteTrack, and Prometheus
This project implements a real-time people counting system based on object detection and tracking using YOLOv8 and ByteTrack. It supports MJPEG input, in/out counting using either a vertical or a horizontal line, and exposes Prometheus metrics for integration with monitoring systems.
🚀 Features
- 🎥 MJPEG camera stream input
- 🧠 YOLOv8 person detection
- 🔁 ByteTrack object tracking
- ➕➖ In/Out counting via virtual line
- 📊 Prometheus metrics at
http://localhost:9100/ - 🌐 Web UI for live video and statistics
Start MJPEG stream from webcam
mjpg_streamer -i "input_uvc.so -d /dev/video0 -r 1280x720 -f 30" -o "output_http.so -p 8080"
Run application
uvicorn main:app --host 0.0.0.0 --port 8000