Rotative maximal pattern: A local coloring descriptor for object classification and recognition | |
Pang, Junbiao3; Huang, Jing3; Qin, Lei2; Zhang, Weigang4; Qing, Laiyun1; Huang, Qingming1,2; Yin, Baocai3 | |
刊名 | INFORMATION SCIENCES |
2017-09-01 | |
卷号 | 405页码:190-206 |
关键词 | Object detection Object recognition Max pooling Translation invariance Self similarity Photometric invariance |
ISSN号 | 0020-0255 |
DOI | 10.1016/j.ins.2017.04.011 |
英文摘要 | 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. |
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 |
语种 | 英语 |
出版者 | ELSEVIER SCIENCE INC |
WOS记录号 | WOS:000401688100012 |
内容类型 | 期刊论文 |
源URL | [http://119.78.100.204/handle/2XEOYT63/7244] |
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.Univ Chinese Acad Sci, Sch Comp & Control Engn, 19 Yuquan Rd, Beijing 100049, Peoples R China 2.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Inst Comp Technol, 6 Kexueyuan South Rd, Beijing 100190, Peoples R China 3.Beijing Univ Technol, Fac Informat Technol, Beijing Key Lab Multimedia & Intelligent Software, 100 Pingleyuan Rd, Chaoyang Dist 100124, Peoples R China 4.Harbin Inst Technol Weihai, Sch Comp Sci & Technol, 2 West Wenhua Rd, Weihai 26209, Peoples R China |
推荐引用方式 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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