Progress report 2019/1/14 PHHung

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. 3.59 sec @1600x1200

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

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 300fps @VGA

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