Adaptive kernel regression and energy concentration criterion for infrared dim small target detection
文献类型：期刊论文
| 作者 | M. Ma; D. Wang; H. Sun and T. Zhang |
| 刊名 | Optical Engineering
 |
| 出版日期 | 2021 |
| 卷号 | 60期号:12 |
| ISSN号 | 913286 |
| DOI | 10.1117/1.OE.60.12.123101 |
| 英文摘要 | It is always a challenging task to detect a small target with low signal-to-noise ratio under complex background in infrared images. To address this problem, an effective algorithm based on background subtraction is proposed. First, we add the gradient feature into the kernel regression model to acquire an edge-preserving background estimation. The smoothing matrix of the kernel function is reestablished by a rotation angle and an elongation scale. Further, a multiscale first-order directional derivative filter is presented to calculate these factors adaptively. Second, to segment the real target from the subtracted image, we model the imaging process of the small target using the point spread function of the optical system. According to the analysis of the imaging size and the energy distribution of target, an energy concentration criterion is constructed and used for target extraction. Finally, comparison of experimental results demonstrates that the proposed algorithm achieves robust performances on background suppression and extracts the target accurately with a high detection probability and low false alarm rate. 2021 Society of Photo-Optical Instrumentation Engineers (SPIE). |
| URL标识 | 查看原文 |
| 源URL | [http://ir.ciomp.ac.cn/handle/181722/65028]  |
| 专题 | 中国科学院长春光学精密机械与物理研究所 |
| 推荐引用方式 GB/T 7714 | M. Ma,D. Wang,H. Sun and T. Zhang. Adaptive kernel regression and energy concentration criterion for infrared dim small target detection[J]. Optical Engineering,2021,60(12). |
| APA | M. Ma,D. Wang,&H. Sun and T. Zhang.(2021).Adaptive kernel regression and energy concentration criterion for infrared dim small target detection.Optical Engineering,60(12). |
| MLA | M. Ma,et al."Adaptive kernel regression and energy concentration criterion for infrared dim small target detection".Optical Engineering 60.12(2021). |
入库方式： OAI收割
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