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Retail Analytics with Object Detection

YOLOv8-based system for customer behavior analysis in retail: foot traffic tracking with ByteTrack, dwell time per zone, heatmap generation, and privacy-preserving face blurring.

Ultralytics YOLOv8
OpenCV
ByteTrack
Streamlit
Plotly
SQLite

Overview

Computer vision system for retail store analytics with privacy-preserving customer tracking.

Architecture

  • YOLOv8 for person detection
  • ByteTrack for multi-object tracking
  • Zone-based dwell time analysis
  • Heatmap generation for traffic patterns
  • Privacy-preserving face blurring pipeline

Key Features

  • Real-time foot traffic counting
  • Zone-based dwell time analytics
  • Heat map visualization
  • GDPR-compliant face blurring