Gestalt principle based change detection and background reconstruction | |
Qiu, Shi1; Dong, Yongsheng1; Lu, Xiaoqiang1; Du, Ming2,3 | |
2016 | |
会议名称 | 4th Chinese Conference on Intelligent Visual Surveillance, IVS 2016 |
会议录名称 | Intelligent Visual Surveillance - 4th Chinese Conference, IVS 2016, Proceedings |
卷号 | 664 CCIS |
页码 | 20-29 |
会议日期 | 2016-10-19 |
会议地点 | Beijing, China |
出版者 | Springer Verlag |
产权排序 | 1 |
摘要 | Gaussian mixture model based detection algorithms can easily lead to fragmentary due to the fixed number of Gaussian components. In this paper, we propose a gestalt principle based change target extraction method, and further present a background reconstruction algorithm. In particular, firstly we applied the Gaussian mixture model to extract the moving target as others did but this may lead to incomplete extraction. Secondly, we have also tried to apply the frame difference method to extract the moving target more precisely. Finally, we determine to build a static background according to relationships between each frame of a moving target. Experiment results reveal that the proposed detection method outperforms the other three representative detection methods. Moreover, our background reconstruction algorithm is also proved to be very effective and robust in reconstructing the backgrounds of a video. © Springer Nature Singapore Pte Ltd. 2016. |
作者部门 | 光学影像学习与分析中心 |
DOI | 10.1007/978-981-10-3476-3_3 |
收录类别 | EI ; ISTP |
ISBN号 | 9789811034756 |
语种 | 英语 |
ISSN号 | 18650929 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/28715 |
专题 | 光谱成像技术研究室 |
作者单位 | 1.Center for OPTical IMagery Analysis and Learning (OPTIMAL), State Key Laboratory of Transient Optics and Photonics, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China 2.College of Physics and Information Engineering, Fuzhou University, Fuzhou, China 3.Fujian Key Lab of Medical Instrument and Pharmaceutical Technology, Fuzhou, China |
推荐引用方式 GB/T 7714 | Qiu, Shi,Dong, Yongsheng,Lu, Xiaoqiang,et al. Gestalt principle based change detection and background reconstruction[C]:Springer Verlag,2016:20-29. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Gestalt principle ba(2637KB) | 会议论文 | 限制开放 | CC BY-NC-SA | 请求全文 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论