Object Detection

By Prof. Seungchul Lee
http://iai.postech.ac.kr/
Industrial AI Lab at POSTECH

Table of Contents

Contents are retireved from

• http://slazebni.cs.illinois.edu/spring17/lec07_detection.pdf
• http://imatge-upc.github.io/telecombcn-2016-dlcv/slides/D3L4-objects.pdf
• http://cs231n.stanford.edu/slides/2017/cs231n_2017_lecture11.pdf
• https://iq.opengenus.org/object-detection-with-histogram-of-oriented-gradients-hog/

1. Object Detection

1.1. Localization Methods

• Histogram of oriented Gradients (HOG) with SVM

• Selective search

2. Object Detection Algorithms

2.1. One-stage Object Detection

• YOLO

• SSD

2.2. Two-stage Object Detection

• R-CNN