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Learning a convolutional demosaicing network for microgrid polarimeter imagery
Zhang JC(张俊超)1,2,3,4,5; Shao, Jianbo3,6; Luo HB(罗海波)1,4,5; Zhang XY(张祥越)1,2,4,5; Hui B(惠斌)1,4,5; Chang Z(常铮)1,4,5; Liang, Rongguang3
作者部门光电信息技术研究室
发表期刊OPTICS LETTERS
ISSN0146-9592
2018
卷号43期号:18页码:4534-4537
收录类别SCI ; EI
EI收录号20183805821930
WOS记录号WOS:000444400100057
产权排序1
资助机构China Scholarship Council (CSC) ; thirteenth five-year preresearch program of China
摘要We propose a polarization demosaicing convolutional neural network to address the image demosaicing issue, the last unsolved issue in microgrid polarimeters. This network learns an end-to-end mapping between the mosaic images and full-resolution ones. Skip connections and customized loss function are used to boost the performance. Experimental results show that our proposed network outperforms other state-of-the-art methods by a large margin in terms of quantitative measures and visual quality. (C) 2018 Optical Society of America
语种英语
WOS类目Optics
关键词[WOS]FOCAL-PLANE POLARIMETERS ; INTERPOLATION ; DIVISION
WOS研究方向Optics
资助项目China Scholarship Council (CSC)[201704910730] ; thirteenth five-year preresearch program of China[41415020104]
引用统计
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/22742
专题光电信息技术研究室
通讯作者Liang, Rongguang
作者单位1.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
2.University of Chinese Academy of Sciences, Beijing 100049, China
3.College of Optical Sciences, University of Arizona, Tucson, Arizona 85721, USA
4.Key Laboratory of Opto-Electronic Information Processing, CAS, Shenyang 110016, China
5.The Key Lab of Image Understanding and Computer Vision, Liaoning Province, Shenyang 110016, China
6.Department of Electrical and Computer Engineering, University of Arizona, Tucson, Arizona 85721, USA
推荐引用方式
GB/T 7714
Zhang JC,Shao, Jianbo,Luo HB,et al. Learning a convolutional demosaicing network for microgrid polarimeter imagery[J]. OPTICS LETTERS,2018,43(18):4534-4537.
APA Zhang JC.,Shao, Jianbo.,Luo HB.,Zhang XY.,Hui B.,...&Liang, Rongguang.(2018).Learning a convolutional demosaicing network for microgrid polarimeter imagery.OPTICS LETTERS,43(18),4534-4537.
MLA Zhang JC,et al."Learning a convolutional demosaicing network for microgrid polarimeter imagery".OPTICS LETTERS 43.18(2018):4534-4537.
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