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基于低秩矩阵近似的低噪宽幅热红外成像技术 被引量:1

Denoised and wide swath thermal imaging technology based on low rank matrix approximation
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摘要 为解决强背景弱信号场景下热红外成像系统噪声制约图像信噪比的问题,提出了一种基于低秩矩阵近似理论的低噪宽幅热红外成像技术.利用面阵摆扫方式实现宽幅扫描成像并构建严格的观测矩阵,通过加权核范数最小化方法求解去噪的低秩矩阵形式.试验证明该技术具有较高的峰值信噪比与降噪鲁棒性,在宽幅成像的同时也提高了探测灵敏度.研究成果在红外弱目标识别、广域侦查等领域具有一定应用价值. A denoised and wide swath thermal imaging technology based on low rank matrix approximation( LRMA) was proposed to solve the problem of low signal-to-noise ratio( SNR) of thermal imaging system noise in strong background and weak signal scene. This technology utilized array whisk broom mode to realize wide swath imaging and construct strict observations. The denoising low-rank matrix of observations was solved via weighted nuclear norm minimization( WNNM). Experiments showed that the technology had high peak signal to noise ratio( PSNR) and denoising robustness. Both of imaging width and detection sensitivity were improved. The technology has certain application value in the field of weak target recognition and large area investigation.
作者 杨暄 王义坤 韩贵丞 刘敏 姚波 舒嵘 亓洪兴 YANG Xuan1,2, WANG Yi-Kun1,HAN Gui-Cheng1, LIU Min1,YAO Bo, SHU Rong, QI Hong-Xing1(1. Key Laboratory of Space Active Opto-Electronics Technology, Shanghai Institute of Technical Physics, Chinese Academy of Sciences, Shanghai 200083, China; 2. University of Chinese Academy of Sciences, Beijing 100049, Chin)
出处 《红外与毫米波学报》 SCIE EI CAS CSCD 北大核心 2018年第3期296-301,306,共7页 Journal of Infrared and Millimeter Waves
基金 国家自然科学基金(41601353)~~
关键词 热红外成像 降噪 低秩矩阵近似 面阵摆扫 thermal imaging denoising low rank matrix approximation array whisk broom
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