Multi-resolution histograms of local variation patterns (MHLVP) for robust face recognition

	Multi-resolution histograms of local variation patterns (MHLVP) for robust face recognition
	Zhang, WC ; Shan, SG ; Zhang, HM ; Gao, W ; Chen, XL
	2005
发表期刊	AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS
ISSN	0302-9743
卷号	3546 页码:937-944
摘要	This paper presents a novel approach to face recognition, named Multi-resolution Histograms of Local Variation Patterns (MHLVP), in which face images are represented as the concatenation of the local spatial histogram of local variation patterns computed from the multi-resolution Gabor features. For a face image with abundant texture and shape information, a Gabor feature map(GFM) is computed by convolving the image with each of the forty multi-scale and multi-orientation Gabor filters. Each GFM is then divided into small non-overlapping regions to enhance its shape information, and then Local Binary Pattern (LBP) histograms are extracted for each region and concatenated into a feature histogram to enhance the texture information in the specific GFM. Further more, all of the feature histograms extracted from the forty GFMs are further concatenated into a single feature histogram as the final representation of the given face image. Eventually, the identification is achieved by histogram intersection operation. Our experimental results on FERET face databases show that the proposed method performs terrifically better than the performance of some classical results including the best results in FERET'97.
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:000231117100098
出版者	SPRINGER-VERLAG BERLIN
引用统计	被引频次：16[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/2XEOYT63/10316
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, WC
作者单位	1.Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Peoples R China 2.Chinese Acad Sci, ICT, ISVISION Joint R&D Lab Face Recognit, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Zhang, WC,Shan, SG,Zhang, HM,et al. Multi-resolution histograms of local variation patterns (MHLVP) for robust face recognition[J]. AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,2005,3546:937-944.
APA	Zhang, WC,Shan, SG,Zhang, HM,Gao, W,&Chen, XL.(2005).Multi-resolution histograms of local variation patterns (MHLVP) for robust face recognition.AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,3546,937-944.
MLA	Zhang, WC,et al."Multi-resolution histograms of local variation patterns (MHLVP) for robust face recognition".AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS 3546(2005):937-944.