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intelligent object detection analytics

/overview

a real-time intelligent video analytics system built for object tracking and counting. completed during my internship at codealpha.

/implementation

the system leverages yolov8 for real-time object detection and deepsort for multi-object tracking. features include line crossing detection (in/out counting), unique object counting, movement trail visualization, and csv logging for analytics.

/the tech stack

core tech

  • ai model: yolov8 (ultralytics)
  • tracking: deepsort
  • vision processing: opencv
  • deep learning framework: pytorch