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Local structured representation for generic object detection

文献类型：期刊论文

作者Zhang, Junge1,3; Huang, Kaiqi1,2,3; Tan, Tieniu1,2,3; Zhang, Zhaoxiang2,3; Junge Zhang
刊名FRONTIERS OF COMPUTER SCIENCE
出版日期2017-08-01
卷号11期号:4页码:632-648
关键词Local Structured Descriptor Local Structured Model Object Representation Object Structure Object Detection Pascal Voc
DOI10.1007/s11704-016-5530-6
文献子类Article
英文摘要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.
WOS关键词IMAGE FEATURES ; SCALE ; CLASSIFICATION ; RECOGNITION ; LOCALIZATION ; GRADIENTS
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000406242800006
资助机构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)
源URL[http://ir.ia.ac.cn/handle/173211/12432]  
专题自动化研究所_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
推荐引用方式
GB/T 7714		 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.

入库方式： OAI收割

来源：自动化研究所

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