Foreground Detection With Simultaneous Dictionary Learning and Historical Pixel Maintenance.
文献类型：期刊论文
| 作者 | Dong, Pei; Wang, Shanshan; Xia, Yong; Liang, Dong; Feng, David Dagan |
| 刊名 | IEEE TRANSACTIONS ON IMAGE PROCESSING
 |
| 出版日期 | 2016 |
| 英文摘要 | Foreground detection is fundamental in surveillance video analysis and meaningful toward object tracking and higher level tasks, such as anomaly detectionand activity analysis. Nevertheless, existing methods are still limited in accurately detecting the foreground due to the complex scene settings. To robustly handle the diverse background variations and foreground challenges, this paper proposes a Background REpresentation approach With Dictionary Learningand Historical Pixel Maintenance (BREW-DLHPM). Specifically, a dictionary learning problem is formulated at the frame level to adaptively represent the background signals with the varied structure information captured, while a pixel-level maintenance is exploited to grasp the dynamic nature of historicalinformation under the help of the learned background. The simultaneous utilization of dictionary learning and historical pixel maintenance facilitates the accurate description of the background and thus guides a wise foreground detection decision. The proposed BREW-DLHPM has been evaluated on the prestigious change detection challenge data set against 11 state-of-the-art foreground detection approaches and encouraging performances have been achieved by our method. |
| 收录类别 | SCI |
| 原文出处 | http://ieeexplore.ieee.org/abstract/document/7539337/ |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/10481]  |
| 专题 | 深圳先进技术研究院_医工所 |
| 作者单位 | IEEE TRANSACTIONS ON IMAGE PROCESSING |
| 推荐引用方式 GB/T 7714 | Dong, Pei,Wang, Shanshan,Xia, Yong,et al. Foreground Detection With Simultaneous Dictionary Learning and Historical Pixel Maintenance.[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2016. |
| APA | Dong, Pei,Wang, Shanshan,Xia, Yong,Liang, Dong,&Feng, David Dagan.(2016).Foreground Detection With Simultaneous Dictionary Learning and Historical Pixel Maintenance..IEEE TRANSACTIONS ON IMAGE PROCESSING. |
| MLA | Dong, Pei,et al."Foreground Detection With Simultaneous Dictionary Learning and Historical Pixel Maintenance.".IEEE TRANSACTIONS ON IMAGE PROCESSING (2016). |
入库方式： OAI收割
来源：深圳先进技术研究院
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