Infrared small target detection based on an image-patch tensor model
文献类型：期刊论文
| 作者 | Zhang JC(张俊超)2,3,4,5,6 ; Ding QH(丁庆海)1; Luo HB(罗海波)2,3,6; Hui B(惠斌)2,3,6; Chang Z(常铮)2,3,6; Zhang XY(张祥越)2,3,4,5,6
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| 刊名 | Infrared Physics and Technology
 |
| 出版日期 | 2019 |
| 卷号 | 99页码:55-63 |
| 关键词 | Small target detection Image patch Tensor Sparsity Infrared image |
| ISSN号 | 1350-4495 |
| 产权排序 | 1 |
| 英文摘要 | Infrared small target detection under complex background has been applied to many fields and is still a challenging problem. In this paper, a small target detection method base on an image-patch tensor (IPT) model is proposed. Firstly, considering the structural relationship between pixels, the original single-frame image is constructed as a new image-patch tensor. Secondly, based on the correlation of the background image patch and the sparsity of the target image patch, the small target detection problem can be transformed into an optimization problem of separating the low-rank part and the sparse part of the tensor. Finally, after simple post filtering, the target is separated adaptively. Experimental results show that the proposed method can detect the small target precisely and can keep a higher signal-to-clutter ratio (SCR). What's more, compared with other methods, the proposed method shows better detection performance. |
| 语种 | 英语 |
| WOS记录号 | WOS:000470940200008 |
| 资助机构 | Key project of Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences under Grant Y6TB020401 |
| 源URL | [http://ir.sia.cn/handle/173321/24676]  |
| 专题 | 沈阳自动化研究所_光电信息技术研究室 |
| 通讯作者 | Zhang XY(张祥越) |
| 作者单位 | 1.Space Star Technology Co, Ltd, Beijing 100086, China 2.The Key Lab of Image Understanding and Computer Vision, Liaoning Province, Shenyang 110016, China 3.Key Laboratory of Opto-Electronic Information Processing, CAS, Shenyang 110016, China 4.University of Chinese Academy of Sciences, Beijing 100049, China 5.Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, 110000, China 6.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China |
| 推荐引用方式 GB/T 7714 | Zhang JC,Ding QH,Luo HB,et al. Infrared small target detection based on an image-patch tensor model[J]. Infrared Physics and Technology,2019,99:55-63. |
| APA | Zhang JC,Ding QH,Luo HB,Hui B,Chang Z,&Zhang XY.(2019).Infrared small target detection based on an image-patch tensor model.Infrared Physics and Technology,99,55-63. |
| MLA | Zhang JC,et al."Infrared small target detection based on an image-patch tensor model".Infrared Physics and Technology 99(2019):55-63. |
入库方式： OAI收割
来源：沈阳自动化研究所
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