[ML 스터디] Chapter4. Object Detection

Date:     Updated:

카테고리:

Main Reference:
- Deep Learning for Computer Vision

중간에 등장하는 ppt는 강의자료를 캡처한 것입니다.


🚌 Object Detection

  • CNN Review
  • Object Detection Intro
  • Region Proposal
  • RCNN
  • Evaluate Detector
  • Fast R-CNN
  • Faster R-CNN
  • Beyond R-CNN


🚌 Lecture Note

CNN Review

ML_Week4-01 ML_Week4-02 ML_Week4-03 ML_Week4-04 ML_Week4-05


Object Detection Intro

ML_Week4-06 ML_Week4-07 ML_Week4-08


Region Proposal

ML_Week4-09 ML_Week4-10 ML_Week4-11 ML_Week4-12 ML_Week4-13


Non-Max Suppression (NMS)

ML_Week4-14 ML_Week4-15 ML_Week4-16


R-CNN

ML_Week4-17 ML_Week4-18 ML_Week4-19 ML_Week4-20


Evaluating Detector

ML_Week4-21 ML_Week4-22


mean Average Precision (mAP)

ML_Week4-23 ML_Week4-24 ML_Week4-25 ML_Week4-26

R-CNN Limitation

ML_Week4-27 ML_Week4-28


Fast R-CNN

ML_Week4-29 ML_Week4-30 ML_Week4-31


RoI pool

ML_Week4-32 ML_Week4-33 ML_Week4-34 ML_Week4-35 ML_Week4-36


Fast R-CNN Limitation

ML_Week4-37


Faster R-CNN

ML_Week4-38


Region Proposal Network

ML_Week4-39 ML_Week4-40 ML_Week4-41 ML_Week4-42 ML_Week4-43


Beyond R-CNN

ML_Week4-44 ML_Week4-45 ML_Week4-46



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