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Local structured representation for generic object detection
Zhang, Junge1,3; Huang, Kaiqi1,2,3; Tan, Tieniu1,2,3; Zhang, Zhaoxiang2,3; Junge Zhang
2017-08-01
发表期刊FRONTIERS OF COMPUTER SCIENCE
卷号11期号:4页码:632-648
文章类型Article
摘要Structure information plays an important role in both object recognition and detection. This paper studies what visual structure is and addresses the problem of structure modeling and representation from two aspects: visual feature and topology model. Firstly, at feature level, we propose Local Structured Descriptor to capture the object's local structure effectively, and develop the descriptors from shape and texture information, respectively. Secondly, at topology level, we present a local structured model with a boosted feature selection and fusion scheme. All experiments are conducted on the challenging PASCAL Visual Object Classes (VOC) datasets from VOC2007 to VOC2010. Experimental results show that our method achieves very competitive performance.
关键词Local Structured Descriptor Local Structured Model Object Representation Object Structure Object Detection Pascal Voc
WOS标题词Science & Technology ; Technology
DOI10.1007/s11704-016-5530-6
关键词[WOS]IMAGE FEATURES ; SCALE ; CLASSIFICATION ; RECOGNITION ; LOCALIZATION ; GRADIENTS
收录类别SCI
语种英语
项目资助者National Basic Research Program of China(2012CB316302) ; National Natural Science Foundation of China(61403387 ; Strategic Priority Research Program of the Chinese Academy of Sciences(XDA06040102) ; 61322209 ; 61175007)
WOS研究方向Computer Science
WOS类目Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods
WOS记录号WOS:000406242800006
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/12432
专题智能感知与计算研究中心
通讯作者Junge Zhang
作者单位1.Chinese Acad Sci, Ctr Res Intelligent Percept & Comp, Beijing 100190, Peoples R China
2.Chinese Acad Sci, Res Ctr Brain Inspired Intelligence, Beijing 100190, Peoples R China
3.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
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Zhang, Junge,Huang, Kaiqi,Tan, Tieniu,et al. Local structured representation for generic object detection[J]. FRONTIERS OF COMPUTER SCIENCE,2017,11(4):632-648.
APA Zhang, Junge,Huang, Kaiqi,Tan, Tieniu,Zhang, Zhaoxiang,&Junge Zhang.(2017).Local structured representation for generic object detection.FRONTIERS OF COMPUTER SCIENCE,11(4),632-648.
MLA Zhang, Junge,et al."Local structured representation for generic object detection".FRONTIERS OF COMPUTER SCIENCE 11.4(2017):632-648.
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