SWISS

Overview

Smart Workforce & Inventory Surveillance System (SWISS) is an AI video analytics platform that turns CCTV streams into operational intelligence — covering unique footfall, entry/exit tracking, staff recognition, occupancy and multi-location monitoring.

Problem

Clinic and retail operations needed trustworthy, privacy-aware vision analytics that could measure footfall, occupancy and workforce presence without manual counting or delayed reporting.

Research and requirements

The system needed robust detection and tracking across varied camera angles, lighting conditions and multi-location deployments, with dashboards that operations teams could act on immediately.

Architecture

CCTV streams feed a vision pipeline using YOLO detection, DeepSORT tracking and OpenCV processing. Aggregated analytics are served through a backend API into real-time dashboards and PostgreSQL storage.

Solution

Built and deployed a real-time computer vision analytics stack for workforce monitoring, unique footfall, entry/exit tracking, occupancy analysis, gender analytics and multi-location operational dashboards.

Features

• CCTV video analytics
• Unique footfall measurement
• Entry and exit tracking
• Staff recognition
• Occupancy analysis
• Gender analytics
• Real-time dashboards
• Multi-location monitoring

Challenges

• Maintaining tracking consistency across dense and variable scenes
• Scaling analytics across many locations with different camera setups
• Presenting vision outputs as clear operational decisions

Results and impact

• Enabled data-driven operational decision-making across clinic and retail locations
• Replaced manual counting with continuous vision-based measurement
• Improved visibility into workforce presence and customer movement patterns

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