TowardsMachineLearning

Evolution of object detection techniques

Topics covered-

  • Object detection usage cases.
  • The intuition behind classical cv2 approaches.
  • The emergence of deep networks for detection.
  • Bounding box regressor, image pyramids, sliding window.
  • Introduction to Region Proposal Network Edge boxes and selective search algorithm.
  • Evolution of RCNN family, RCNN, Fast RCNN, Faster RCNN.
  • YOLO for Object Detection Accuracy calculation, IOU, mpA, non-max suppression.
  • Most frequently asked interview questions