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![]() |
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
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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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