中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Small Infrared Target Detection Based on Weighted Local Difference Measure

文献类型:期刊论文

作者Deng, He1,2; Sun, Xianping1; Liu, Maili1; Ye, Chaohui1; Zhou, Xin1
刊名IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
出版日期2016-07-01
卷号54期号:7页码:4204-4214
关键词Cloudy-sky background infrared image small target detection weighted local difference measure (WLDM)
英文摘要Against an intricate infrared cloudy-sky background, jamming objects such as the edges of clouds in the scene have a similar thermal intensity measure with respect to the background as small targets. This may cause high false alarm rates and low probabilities of detection according to conventional small target detection methods. In this paper, we propose a weighted local difference measure (WLDM)-based scheme for the detection of small targets against various complex cloudy-sky backgrounds. Initially, a WLDM map is achieved to simultaneously enhance targets and suppress background clutters and noise. In this way, the true targets can be easily separated from jamming objects. After that, a simple adaptive threshold is used to segment the targets. More than 460 infrared small target images against diverse intricate cloudy-sky backgrounds were utilized to validate the detection capability of the WLDM-based method. Experimental results demonstrate that the proposed algorithm not only works more robustly for different cloudy-sky backgrounds, target movements, and signal-to-clutter ratio (SCR) values but also has a better performance with regard to the detection accuracy, in comparison to traditional baseline methods. In particular, the proposed method is able to significantly improve SCR values of the images.
WOS标题词Science & Technology ; Physical Sciences ; Technology
类目[WOS]Geochemistry & Geophysics ; Engineering, Electrical & Electronic ; Remote Sensing ; Imaging Science & Photographic Technology
研究领域[WOS]Geochemistry & Geophysics ; Engineering ; Remote Sensing ; Imaging Science & Photographic Technology
关键词[WOS]MOVING TARGETS ; SEA CLUTTER ; DIM TARGETS ; IMAGE ; ALGORITHM ; ENTROPY ; DOMAIN ; FILTER ; TRACK ; SCENE
收录类别SCI
语种英语
WOS记录号WOS:000377478400037
源URL[http://ir.wipm.ac.cn/handle/112942/9384]  
专题武汉物理与数学研究所_磁共振应用研究部
作者单位1.Chinese Acad Sci, Wuhan Inst Phys & Math, Natl Ctr Magnet Resonance Wuhan, State Key Lab Magnet Resonance & Atom & Mol Phys, Wuhan 430071, Peoples R China
2.Cent China Normal Univ, Dept Informat Technol, Wuhan 430079, Peoples R China
推荐引用方式
GB/T 7714
Deng, He,Sun, Xianping,Liu, Maili,et al. Small Infrared Target Detection Based on Weighted Local Difference Measure[J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING,2016,54(7):4204-4214.
APA Deng, He,Sun, Xianping,Liu, Maili,Ye, Chaohui,&Zhou, Xin.(2016).Small Infrared Target Detection Based on Weighted Local Difference Measure.IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING,54(7),4204-4214.
MLA Deng, He,et al."Small Infrared Target Detection Based on Weighted Local Difference Measure".IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 54.7(2016):4204-4214.

入库方式: OAI收割

来源:武汉物理与数学研究所

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