7/04/2019

OpenCV Object Tracking 관련자료 수집 (추후 보완)

1. OpenCV 기반의 Object Tracking

OpenCV 기반의 Tracking 알고리즘이 많이 제공을 해주고 있는 것 같으며, 관련자료를 모으고,  좀 더 알 수 있다면, 동작방식 및 원리도 알아보자.

  • OpenCV Object Tracking
  1. BOOSTING Tracker
  2. MIL Tracker
  3. KCF(Kernelized Correlation Filter) Tracker  --> 추천함
  4. CSRT Tracker  --> 추천함
  5. MedianFlow Tracker
  6. TLD Tracker
  7. MOSSE Tracker   --> 추천함
  8. GOTURN Tracker

  • OpenCV Multiple Object Tracking
  1. KCF
  2. CSRT
  3. MOSSE
Object Detection and Tracking1

Object Detection and Tracking2

People Detection with HOG(Histogram of Oriented Gradients) and SVM(Support Vector Machine)
  https://eehoeskrap.tistory.com/122


Two-Step MOT vs One Shot MOT
  https://eehoeskrap.tistory.com/446


2. DeepStream의 nvtracker의 경우 

DeepStream의 nvtracker의 경우 아래의 KLT와 IOU를 사용하는데 이 부분에 대해서 좀 더 알아보자.
  https://devtalk.nvidia.com/default/topic/1044828/deepstream-for-tesla/how-nvtracker-to-deal-with-batch-data-/


  • KLT(Kanade-Lucas-Tomasi) Tracker
  http://www.cs.cmu.edu/~16385/s17/Slides/15.1_Tracking__KLT.pdf
  https://kr.mathworks.com/help/vision/examples/face-detection-and-tracking-using-the-klt-algorithm.html
  https://www.learnopencv.com/object-tracking-using-opencv-cpp-python/
  http://web.yonsei.ac.kr/jksuhr/articles/Kanade-Lucas-Tomasi%20Tracker.pdf


  • IOU(intersection over Union) Tracker
  https://github.com/bochinski/iou-tracker
  https://stackoverflow.com/questions/28723670/intersection-over-union-between-two-detections/28726781#28726781
  https://www.researchgate.net/figure/Basic-principle-of-the-IOU-Tracker-with-high-accuracy-detections-at-high-frame-rates_fig1_319502501
  https://pdfs.semanticscholar.org/eb6b/21d1c535859dd320d93504d39975c5498aff.pdf


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