1. Progress report
2019/1/14
PHHung

2. Introduction
2019/1/14
Using Integral Channel Feature to detect Vehicle & Pedestrian
Although ICF with soft-cascade can early terminate the window which doesn’t look like target, it is still very slow
– Ex

3. Method
2019/1/14
Sliding window
Find every window at different scale , aspect ratio
Time consuming
Solution: Put an “objectness filter” before detector
BING: Binarized Normed Gradients for Objectness Estimation at 300fps, CVPR2014
Objectness
Filter
Sliding
Window
Detector
(ICF)
image
result

4. Method BING : Binarized Normed Gradients High detection rate
2019/1/14
BING : Binarized Normed Gradients
High detection rate
97% with 1000 proposal windows in VOC dataset
High computational efficiency

5. Result
2019/1/14
Objectness
Filter
Detector
(ICF)
Video
result