Infrared LSS-Target Detection Via Adaptive TCAIE-LGM Smoothing and Pixel-Based Background Subtraction

doi:10.1007/s13320-018-0523-8

CIOMP OpenIR

	Infrared LSS-Target Detection Via Adaptive TCAIE-LGM Smoothing and Pixel-Based Background Subtraction
	Y.F.Wu; Y.J.Wang; P.X.Liu; H.Y.Luo; B.Y.Cheng; H.J.Sun
	2019
发表期刊	Photonic Sensors
ISSN	1674-9251
卷号	9 期号:2 页码:179-188
摘要	Infrared small target detection is a significant and challenging topic for daily security. This paper proposes a novel model to detect LSS-target (low altitude, slow speed, and small target) under the complicated background. Firstly, the fundamental constituents of an infrared image including the complexity and entropy are calculated, which are invoked as adaptive control parameters of smoothness. Secondly, the adaptive L0 gradient minimization smoothing based on texture complexity and information entropy (TCAIE-LGM) is proposed in order to remove noises and suppress low-amplitude details in infrared image abstraction. Finally, difference of Gaussian (DoG) map is incorporated into the pixel-based adaptive segmentation (PBAS) background modeling algorithm, which can differ LSS-target from the sophisticated background. Experimental results demonstrate that the proposed novel model has a high detection rate and produces fewer false alarms, which outperforms most state-of-the-art methods.
关键词	Small target detection,L0 smoothing,texture complexity,information,entropy,pixel-based adaptive segmentation,search,Instruments & Instrumentation,Optics
DOI	10.1007/s13320-018-0523-8
收录类别	SCI ; EI
语种	英语
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/62939
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	Y.F.Wu,Y.J.Wang,P.X.Liu,et al. Infrared LSS-Target Detection Via Adaptive TCAIE-LGM Smoothing and Pixel-Based Background Subtraction[J]. Photonic Sensors,2019,9(2):179-188.
APA	Y.F.Wu,Y.J.Wang,P.X.Liu,H.Y.Luo,B.Y.Cheng,&H.J.Sun.(2019).Infrared LSS-Target Detection Via Adaptive TCAIE-LGM Smoothing and Pixel-Based Background Subtraction.Photonic Sensors,9(2),179-188.
MLA	Y.F.Wu,et al."Infrared LSS-Target Detection Via Adaptive TCAIE-LGM Smoothing and Pixel-Based Background Subtraction".Photonic Sensors 9.2(2019):179-188.

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