Robust multi-view face detection using Error Correcting Output Codes

	Robust multi-view face detection using Error Correcting Output Codes
	Zhang, Hongming ; Gao, Wen ; Chen, Xilin ; Shan, Shiguang ; Zhao, Debin
	2006
发表期刊	COMPUTER VISION - ECCV 2006, PT 4, PROCEEDINGS
ISSN	0302-9743
卷号	3954 页码:1-12
摘要	This paper presents a novel method to solve multi-view face detection problem by Error Correcting Output Codes (ECOC). The motivation is that face patterns can be divided into separated classes across views, and ECOC multi-class method can improve the robustness of multi-view face detection compared with the view-based methods because of its inherent error-tolerant ability. One key issue with ECOC-based multi-class classifier is how to construct effective binary classifiers. Besides applying ECOC to multi-view face detection, this paper emphasizes on designing efficient binary classifiers by learning informative features through minimizing the error rate of the ensemble ECOC multi-class classifier. Aiming at designing efficient binary classifiers, we employ spatial histograms as the representation, which provide an over-complete set of optional features that can be efficiently computed from the original images. In addition, the binary classifier is constructed as a coarse to fine procedure using fast histogram matching followed by accurate Support Vector Machine (SVM). The experimental results show that the proposed method is robust to multi-view faces, and achieves performance comparable to that of state-of-the-art approaches to multi-view face detection.
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS记录号	WOS:000237557400001
出版者	SPRINGER-VERLAG BERLIN
引用统计	被引频次：19[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/10820
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Zhang, Hongming
作者单位	1.Harbin Inst Technol, Dept Comp Sci & Engn, Harbin 150001, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Zhang, Hongming,Gao, Wen,Chen, Xilin,et al. Robust multi-view face detection using Error Correcting Output Codes[J]. COMPUTER VISION - ECCV 2006, PT 4, PROCEEDINGS,2006,3954:1-12.
APA	Zhang, Hongming,Gao, Wen,Chen, Xilin,Shan, Shiguang,&Zhao, Debin.(2006).Robust multi-view face detection using Error Correcting Output Codes.COMPUTER VISION - ECCV 2006, PT 4, PROCEEDINGS,3954,1-12.
MLA	Zhang, Hongming,et al."Robust multi-view face detection using Error Correcting Output Codes".COMPUTER VISION - ECCV 2006, PT 4, PROCEEDINGS 3954(2006):1-12.