Vision Sense

Developed a real-time video analytics system using RTSP stream port-forwarded to DigitalOcean, leveraging NVIDIA DeepStream
on Jetson Orin for person detection, tracking, age & gender classification, and behavior analysis.
Implemented region-based dwell time, footfall, entry-exit detection, and demographic insights using NVIDIA’s pre-trained models,
and YoloV8 finetuned models, enabling accurate in-store movement analysis.
Aggregated detection metrics on hourly and daily intervals to generate actionable KPIs for retail dashboards, enhancing visibility
into customer flow and engagement zones.
Integrated real-time alerting system via Telegram and email based on dwell time thresholds, enabling store managers to respond
instantly to crowding or long wait times.