Raindrop Removal With Light Field Image Using Image Inpainting

doi:10.1109/ACCESS.2020.2981641

NTSC-IR > 守时理论与方法研究室

	Raindrop Removal With Light Field Image Using Image Inpainting
	Yang, Tao 1; Chang, Xiaofei 2; Su, Hang 3,4; Crombez, Nathan 1; Ruichek, Yassine 1; Krajnik, Tomas 5; Yan, Zhi 1
	2020
发表期刊	IEEE ACCESS
ISSN	2169-3536
卷号	8 页码:58416-58426
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.
关键词	Raindrop removal light field image inpainting
资助者	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
DOI	10.1109/ACCESS.2020.2981641
语种	英语
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]
资助者	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
WOS研究方向	Computer Science ; Engineering ; Telecommunications
WOS类目	Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号	WOS:000536027500001
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
文献类型	期刊论文
条目标识符	http://210.72.145.45/handle/361003/9364
专题	守时理论与方法研究室
通讯作者	Chang, Xiaofei
作者单位	1.Univ Bourgogne Franche Comte, UTBM, CIAD, F-90010 Belfort, France 2.Northwestern Polytech Univ, Sch Astronaut, Xian 710072, Shaanxi, Peoples R China 3.Univ Chinese Acad Sci, Astrometry & Celestial Mech, Beijing 100049, Peoples R China 4.Chinese Acad Sci, Natl Time Serv Ctr, Xian 710600, Shaanxi, Peoples R China 5.Czech Tech Univ, Artificial Intelligence Ctr, Prague 12135, Czech Republic
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.