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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