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Raindrop Removal With Light Field Image Using Image Inpainting

文献类型：期刊论文

作者Yang, Tao5; Chang, Xiaofei4; Su, Hang2,3; Crombez, Nathan5; Ruichek, Yassine5; Krajnik, Tomas1; Yan, Zhi5
刊名IEEE ACCESS
出版日期2020
卷号8页码:58416-58426
关键词Raindrop removal light field image inpainting
ISSN号2169-3536
DOI10.1109/ACCESS.2020.2981641
英文摘要In this paper, we propose a method that removes raindrops with light field image using image inpainting. We first use the depth map generated from light field image to detect raindrop regions which are then expressed as a binary mask. The original image with raindrops is improved by refocusing on the far regions and filtering by a high-pass filter. With the binary mask and the enhanced image, image inpainting is then utilized to eliminate raindrops from the original image. We compare pre-trained models of several deep learning based image inpainting methods. A light field raindrop dataset is released to verify our method. Image quality analysis is performed to evaluate the proposed image restoration method. The recovered images are further applied to object detection and visual localization tasks.
资助项目Natural Science Foundation of Shaanxi Province, China[2019ZY-CXPT-03] ; PHC Barrande Programme[40682ZH (3L4AV)] ; CZ MSMT Projects[FR-8J18FR018] ; CSF[17-27006Y] ; CSF[20-27034J]
WOS研究方向Computer Science ; Engineering ; Telecommunications
语种英语
WOS记录号WOS:000536027500001
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
资助机构Natural Science Foundation of Shaanxi Province, China ; Natural Science Foundation of Shaanxi Province, China ; PHC Barrande Programme ; PHC Barrande Programme ; CZ MSMT Projects ; CZ MSMT Projects ; CSF ; CSF ; Natural Science Foundation of Shaanxi Province, China ; Natural Science Foundation of Shaanxi Province, China ; PHC Barrande Programme ; PHC Barrande Programme ; CZ MSMT Projects ; CZ MSMT Projects ; CSF ; CSF ; Natural Science Foundation of Shaanxi Province, China ; Natural Science Foundation of Shaanxi Province, China ; PHC Barrande Programme ; PHC Barrande Programme ; CZ MSMT Projects ; CZ MSMT Projects ; CSF ; CSF ; Natural Science Foundation of Shaanxi Province, China ; Natural Science Foundation of Shaanxi Province, China ; PHC Barrande Programme ; PHC Barrande Programme ; CZ MSMT Projects ; CZ MSMT Projects ; CSF ; CSF
源URL[http://210.72.145.45/handle/361003/9364]  
专题国家授时中心_守时理论与方法研究室
通讯作者Chang, Xiaofei
作者单位1.Czech Tech Univ, Artificial Intelligence Ctr, Prague 12135, Czech Republic
2.Chinese Acad Sci, Natl Time Serv Ctr, Xian 710600, Shaanxi, Peoples R China
3.Univ Chinese Acad Sci, Astrometry & Celestial Mech, Beijing 100049, Peoples R China
4.Northwestern Polytech Univ, Sch Astronaut, Xian 710072, Shaanxi, Peoples R China
5.Univ Bourgogne Franche Comte, UTBM, CIAD, F-90010 Belfort, France
推荐引用方式
GB/T 7714		 Yang, Tao,Chang, Xiaofei,Su, Hang,et al. Raindrop Removal With Light Field Image Using Image Inpainting[J]. IEEE ACCESS,2020,8:58416-58426.
APA Yang, Tao.,Chang, Xiaofei.,Su, Hang.,Crombez, Nathan.,Ruichek, Yassine.,...&Yan, Zhi.(2020).Raindrop Removal With Light Field Image Using Image Inpainting.IEEE ACCESS,8,58416-58426.
MLA Yang, Tao,et al."Raindrop Removal With Light Field Image Using Image Inpainting".IEEE ACCESS 8(2020):58416-58426.

入库方式： OAI收割

来源：国家授时中心

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