Learning a convolutional demosaicing network for microgrid polarimeter imagery | |
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; Zhang JC(张俊超)1,2,3,4,5 | |
刊名 | OPTICS LETTERS |
2018 | |
卷号 | 43期号:18页码:4534-4537 |
ISSN号 | 0146-9592 |
产权排序 | 1 |
英文摘要 | 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 |
资助项目 | China Scholarship Council (CSC)[201704910730] ; thirteenth five-year preresearch program of China[41415020104] |
WOS关键词 | FOCAL-PLANE POLARIMETERS ; INTERPOLATION ; DIVISION |
WOS研究方向 | Optics |
语种 | 英语 |
WOS记录号 | WOS:000444400100057 |
资助机构 | China Scholarship Council (CSC) ; thirteenth five-year preresearch program of China |
内容类型 | 期刊论文 |
源URL | [http://ir.sia.cn/handle/173321/22742] |
专题 | 沈阳自动化研究所_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 | Shao, Jianbo,Luo HB,Zhang XY,et al. Learning a convolutional demosaicing network for microgrid polarimeter imagery[J]. OPTICS LETTERS,2018,43(18):4534-4537. |
APA | Shao, Jianbo.,Luo HB.,Zhang XY.,Hui B.,Chang Z.,...&Zhang JC.(2018).Learning a convolutional demosaicing network for microgrid polarimeter imagery.OPTICS LETTERS,43(18),4534-4537. |
MLA | Shao, Jianbo,et al."Learning a convolutional demosaicing network for microgrid polarimeter imagery".OPTICS LETTERS 43.18(2018):4534-4537. |
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