Small target detection in a single infrared image based on RPCA
文献类型：期刊论文
| 作者 | Wang, Zhong-Mei1; Yang, Xiao-Mei1; Gu, Xing-Fa1 |
| 刊名 | Binggong Xuebao/Acta Armamentarii
 |
| 出版日期 | 2016 |
| 卷号 | 37期号:9页码:1753-1760 |
| 英文摘要 | The robust infrared small target detection is one of the key techniques of infrared search and track systems. An improved algorithm is presented for small target detection in single-frame infrared image. The infrared image model is generalized to a new infrared patch-image model, and based on the new model, the small target detection is formulated as an optimal robust principal component analysis (RPCA) problem of separating low-rank and sparse matrices. Considering the presence of noises and clutter in infrared image, an alternating direction algorithm is used for solving the RPCA problem to obtain sparse target image, and a simple image segmentation method is used to segment the target image for target detection. The small infrared targets in different scenes, such as sky, sea-sky, cloud and sea surface, are detected and simulated. Experimental results demonstrate the effectiveness of the proposed method. © 2016, Editorial Board of Acta Armamentarii. All right reserved. |
| 收录类别 | EI |
| 语种 | 中文 |
| WOS记录号 | WOS:20165003129385 |
| 源URL | [http://ir.radi.ac.cn/handle/183411/39679]  |
| 专题 | 遥感与数字地球研究所_SCI/EI期刊论文_期刊论文 |
| 作者单位 | 1. School of Automation Engineering, University of Electronic Science and Technology of China, Chengdu 2.Sichuan 3.610054, China 4. Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 5.100101, China 6. Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 7.100101, China |
| 推荐引用方式 GB/T 7714 | Wang, Zhong-Mei,Yang, Xiao-Mei,Gu, Xing-Fa. Small target detection in a single infrared image based on RPCA[J]. Binggong Xuebao/Acta Armamentarii,2016,37(9):1753-1760. |
| APA | Wang, Zhong-Mei,Yang, Xiao-Mei,&Gu, Xing-Fa.(2016).Small target detection in a single infrared image based on RPCA.Binggong Xuebao/Acta Armamentarii,37(9),1753-1760. |
| MLA | Wang, Zhong-Mei,et al."Small target detection in a single infrared image based on RPCA".Binggong Xuebao/Acta Armamentarii 37.9(2016):1753-1760. |
入库方式： OAI收割
来源：遥感与数字地球研究所
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