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Object Detection and Tracking with OpenCV

Overview

Skills Needed

Learn to detect and track objects using OpenCV. Explore techniques for object detection with Haar cascades, feature tracking with optical flow, and building object tracking systems with OpenCV.

  • Basic knowledge of OpenCV fundamentals
  • Understanding of object detection concepts

Outline

  • Introduction to Object Detection and Tracking
  • Haar Cascade Classifiers for Object Detection
  • Feature Detection and Description
  • Optical Flow and Feature Tracking
  • Background Subtraction Techniques
  • Object Tracking Algorithms
  • Multiple Object Tracking
  • Real-time Object Detection and Tracking
  • Deep Learning-based Object Detection
  • Case Studies in Object Detection and Tracking with OpenCV

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