← Projects

Vision Server — Factory Productivity Monitor

AI-powered CCTV monitoring system for factory floors. Uses RF-DETR object detection on live camera feeds with background subtraction to count workers, measure productivity, and send automated Telegram alerts.

The system runs continuously on an edge server connected to CCTV cameras via RTSP streaming. Runs RF-DETR person detection, applies spatial exclusion zones (doorways, equipment), and computes a productivity score from worker presence and background-subtraction activity.

Violation of specified rule triggers a Telegram alert with an annotated frame after a configurable number of confirmation cycles. At the end of each day a vision-language model reviews the hourly snapshots and generates a written summary exported as a PDF report.

Vision Server dashboard showing live productivity and work ratio per workstation
Live dashboard — work ratio per workstation across all shifts
Demo — live detection and productivity scoring on a factory feed