中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
An improved method for object instance detection based on object center estimation and convex quadrilateral verification

文献类型:会议论文

作者Zhang Q(张强); Qu DK(曲道奎); Xu F(徐方); Jia K(贾凯); Jiang, Nan; Zou FS(邹风山)
出版日期2016
会议名称2016 IEEE Information Technology, Networking, Electronic and Automation Control Conference, ITNEC 2016
会议日期May 20-22, 2016
会议地点Chongqing, China
关键词Object instance detection Zooming image density estimation region of interest convex quadrilateral verification
页码174-177
通讯作者张强
中文摘要This paper proposes a new frame which combines kernel density estimation with convex quadrilateral verification to achieve identification and localization of object instance in zooming image. Reference object centers are first calculated based on scales, orientations, and reference vectors for all matched key points. Then the valid object center with density peak value is held. A region of interest with evaluated radius is confirmed based on the scale of the center point and row and column number of the corresponding training image. Homography matrix is computed using the matched key points within the region. Finally, four edges of the candidate training image are mapped as a quadrilateral. Only if the quadrilateral is convex that the object instance is detected. The experimental results prove that the proposed approach provides high efficiency for real-time applications with robustness.
收录类别EI ; CPCI(ISTP)
产权排序1
会议主办者Chongqing Global Union Academy of Science and Technology; Global Union Academy of Science and Technology; IEEE Beijing Section
会议录Proceedings of 2016 IEEE Information Technology, Networking, Electronic and Automation Control Conference, ITNEC 2016
会议录出版者IEEE
会议录出版地Piscataway, NJ, USA
语种英语
ISBN号978-1-4673-9192-4
WOS记录号WOS:000389505000037
源URL[http://ir.sia.cn/handle/173321/19275]  
专题沈阳自动化研究所_其他
推荐引用方式
GB/T 7714
Zhang Q,Qu DK,Xu F,et al. An improved method for object instance detection based on object center estimation and convex quadrilateral verification[C]. 见:2016 IEEE Information Technology, Networking, Electronic and Automation Control Conference, ITNEC 2016. Chongqing, China. May 20-22, 2016.

入库方式: OAI收割

来源:沈阳自动化研究所

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