WLD: A Robust Local Image Descriptor

doi:10.1109/TPAMI.2009.155

	WLD: A Robust Local Image Descriptor
	Chen, Jie 1; Shan, Shiguang 2; He, Chu 3; Zhao, Guoying 1; Pietikainen, Matti 1; Chen, Xilin 2; Gao, Wen 4
	2010-09-01
发表期刊	IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
ISSN	0162-8828
卷号	32 期号:9 页码:1705-1720
摘要	Inspired by Weber's Law, this paper proposes a simple, yet very powerful and robust local descriptor, called the Weber Local Descriptor (WLD). It is based on the fact that human perception of a pattern depends not only on the change of a stimulus (such as sound, lighting) but also on the original intensity of the stimulus. Specifically, WLD consists of two components: differential excitation and orientation. The differential excitation component is a function of the ratio between two terms: One is the relative intensity differences of a current pixel against its neighbors, the other is the intensity of the current pixel. The orientation component is the gradient orientation of the current pixel. For a given image, we use the two components to construct a concatenated WLD histogram. Experimental results on the Brodatz and KTH-TIPS2-a texture databases show that WLD impressively outperforms the other widely used descriptors (e.g., Gabor and SIFT). In addition, experimental results on human face detection also show a promising performance comparable to the best known results on the MIT+CMU frontal face test set, the AR face data set, and the CMU profile test set.
关键词	Pattern recognition Weber law local descriptor texture face detection
DOI	10.1109/TPAMI.2009.155
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[60772071] ; National Natural Science Foundation of China[60833013] ; National Natural Science Foundation of China[U0835005] ; National Natural Science Foundation of China[60702041] ; National Basic Research Program of China (973 Program)[2009CB320902] ; Academy of Finland
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号	WOS:000279969000012
出版者	IEEE COMPUTER SOC
引用统计	被引频次：775[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/2XEOYT63/12108
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Chen, Jie
作者单位	1.Univ Oulu, Machine Vis Grp, Elect & Informat Engn Dept, FI-90014 Oulu, Finland 2.Chinese Acad Sci, Key Lab Intelligent Informat Proc CAS, Inst Comp Technol, Beijing 100190, Peoples R China 3.Wuhan Univ, Sch Elect Informat, Wuhan 430079, Peoples R China 4.Peking Univ, Key Lab Machine Percept, Beijing 100871, Peoples R China
推荐引用方式 GB/T 7714	Chen, Jie,Shan, Shiguang,He, Chu,et al. WLD: A Robust Local Image Descriptor[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,2010,32(9):1705-1720.
APA	Chen, Jie.,Shan, Shiguang.,He, Chu.,Zhao, Guoying.,Pietikainen, Matti.,...&Gao, Wen.(2010).WLD: A Robust Local Image Descriptor.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,32(9),1705-1720.
MLA	Chen, Jie,et al."WLD: A Robust Local Image Descriptor".IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 32.9(2010):1705-1720.