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Rotative maximal pattern: A local coloring descriptor for object classification and recognition
Pang, Junbiao1; Huang, Jing1; Qin, Lei3; Zhang, Weigang4; Qing, Laiyun2; Huang, Qingming2,3; Yin, Baocai1
2017-09-01
发表期刊INFORMATION SCIENCES
ISSN0020-0255
卷号405页码:190-206
摘要Inspired by the photometric invariance of color space, this paper proposes a simple yet powerful descriptor for object detection and recognition, called Rotative Maximal Pattern (RMP). The effectiveness of RMP comes from the two components: Rotatable Couple Templates (RCTs) with max pooling, and Normalized Histogram Intersection (NHI) with the theoretical guarantee. More concretely, RCTs are the combination of two templates to code the possible rotations. NHI serves as the similarity between two color histograms. We have conducted extensive experiments on INRIA pedestrian and Pascal VOC2007 data sets for object detection tasks; we also show that our approach leads to a promising performance on Caltech 101, Scene 15, UIUCsport and Stanford 40 action data sets. (C) 2017 Published by Elsevier Inc.
关键词Object detection Object recognition Max pooling Translation invariance Self similarity Photometric invariance
DOI10.1016/j.ins.2017.04.011
收录类别SCI
语种英语
资助项目Natural Science Foundation of China[61672069] ; Natural Science Foundation of China[61332016] ; Natural Science Foundation of China[61620106009] ; Natural Science Foundation of China[61472387] ; Natural Science Foundation of China[U1636214] ; Natural Science Foundation of China[61650202] ; Key Research Program of Frontier Sciences[CAS: QYZDJ-SSW-SYS013] ; China Postdoctoral Science Foundation ; Beijing Post-Doctoral Research Foundation ; Beijing Municipal Commission of Education[KM201610005034] ; Funding Project for Academic Human Resources Development in Institutions of Higher Learning Under the Jurisdiction of Beijing Municipality (PHR)
WOS研究方向Computer Science
WOS类目Computer Science, Information Systems
WOS记录号WOS:000401688100012
出版者ELSEVIER SCIENCE INC
引用统计
被引频次:3[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/2XEOYT63/7245
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Qing, Laiyun
作者单位1.Beijing Univ Technol, Fac Informat Technol, Beijing Key Lab Multimedia & Intelligent Software, 100 Pingleyuan Rd, Chaoyang Dist 100124, Peoples R China
2.Univ Chinese Acad Sci, Sch Comp & Control Engn, 19 Yuquan Rd, Beijing 100049, Peoples R China
3.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Inst Comp Technol, 6 Kexueyuan South Rd, Beijing 100190, Peoples R China
4.Harbin Inst Technol Weihai, Sch Comp Sci & Technol, 2 West Wenhua Rd, Weihai 26209, Peoples R China
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GB/T 7714
Pang, Junbiao,Huang, Jing,Qin, Lei,et al. Rotative maximal pattern: A local coloring descriptor for object classification and recognition[J]. INFORMATION SCIENCES,2017,405:190-206.
APA Pang, Junbiao.,Huang, Jing.,Qin, Lei.,Zhang, Weigang.,Qing, Laiyun.,...&Yin, Baocai.(2017).Rotative maximal pattern: A local coloring descriptor for object classification and recognition.INFORMATION SCIENCES,405,190-206.
MLA Pang, Junbiao,et al."Rotative maximal pattern: A local coloring descriptor for object classification and recognition".INFORMATION SCIENCES 405(2017):190-206.
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