Integrating Orientation Cue With EOH-OLBP-Based Multilevel Features for Human Detection

	Integrating Orientation Cue With EOH-OLBP-Based Multilevel Features for Human Detection
	Yingdong Ma; Liang Deng; Xiankai Chen; Ning Guo
刊名	IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
	2013
英文摘要	Detecting pedestrians efficiently and accurately is a fundamental step for many computer vision applications, such as smart cars and robotics. In this paper, we introduce a pedestrian detection system to extract human objectives using an on-board monocular camera. First of all, we use an experiment to demonstrate that the orientation information is critical in human detection. Secondly, the local binary patterns-based feature, oriented LBP (OLBP), is discussed. The OLBP feature integrates pixel intensity difference with texture orientation information to capture salient object features. Thirdly, a set of edge orientation histogram (EOH) and OLBP-based intrablock and interblock features is presented to describe cell-level and block-level structure information. These multilevel features capture larger-scale structure information which is more informative for pedestrian localization. Experiments on the Institut national de recherche en informatique et en automatique (INRIA) dataset and the Caltech pedestrian detection benchmark demonstrate that the new pedestrian detection system is not only comparable to the existing pedestrian detectors, but also performs at a faster speed.
收录类别	SCI
原文出处	http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=6532344&tag=1
语种	英语
内容类型	期刊论文
源URL	[http://ir.siat.ac.cn:8080/handle/172644/5052]
专题	深圳先进技术研究院_数字所
作者单位	IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
推荐引用方式 GB/T 7714	Yingdong Ma,Liang Deng,Xiankai Chen,et al. Integrating Orientation Cue With EOH-OLBP-Based Multilevel Features for Human Detection[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,2013.
APA	Yingdong Ma,Liang Deng,Xiankai Chen,&Ning Guo.(2013).Integrating Orientation Cue With EOH-OLBP-Based Multilevel Features for Human Detection.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY.
MLA	Yingdong Ma,et al."Integrating Orientation Cue With EOH-OLBP-Based Multilevel Features for Human Detection".IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY (2013).