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Multi-Flash Light Field Photography
2019
发表期刊IEEE ACCESS (IF:3.4[JCR-2023],3.7[5-Year])
ISSN2169-3536
卷号7期号:99页码:52132-52141
发表状态已发表
DOI10.1109/ACCESS.2019.2911546
摘要We present a novel multi-flash light field photography (MFLF) technique that couples a light field camera with a ring of four flash lights to combine the benefits of both imaging systems. The multi-flash photography technique enables reliable detection of occlusion edges at individual subaperture images (light field views) in the light field image. We then separately treat occlusion vs. non-occlusion edges in light field stereo matching. For non-occlusion edge pixels, we conduct correspondence matching and depth-from-focus. For pixels on or near the occlusion boundary, we estimate the shape of the occlusion boundary using a novel Support Vector Machine (SVM) approach. We collect an MFLF dataset of synthetic and real scenes that exhibit strong occlusions. The extensive experiments show that our method significantly outperforms the state-of-the-art light field stereo matching methods in accuracy and robustness.
关键词Multi-flash photography light field imaging stereo matching depth estimation
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收录类别SCI ; SCIE ; EI
语种英语
资助项目SHEITC[2018-RGZN-01011]
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:000466790500001
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
EI入藏号20192407049434
EI主题词Color photography ; Pixels ; Support vector machines
EI分类号Computer Software, Data Handling and Applications:723 ; Data Processing and Image Processing:723.2 ; Photography:742.1
WOS关键词PRESERVING STEREO ; SHAPE
原始文献类型Article
来源库IEEE
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文献类型期刊论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/31167
专题信息科学与技术学院
信息科学与技术学院_PI研究组_虞晶怡组
作者单位
1.University of Chinese Academy of Sciences, Beijing, China
2.Columbia University, New York, NY, USA
3.DGene Inc., Shanghai, China
4.School of Information Science and Technology, ShanghaiTech University, Shanghai, China
推荐引用方式
GB/T 7714
Yingliang Zhang,Cheng Shen,Wei Yang,et al. Multi-Flash Light Field Photography[J]. IEEE ACCESS,2019,7(99):52132-52141.
APA Yingliang Zhang,Cheng Shen,Wei Yang,&Jingyi Yu.(2019).Multi-Flash Light Field Photography.IEEE ACCESS,7(99),52132-52141.
MLA Yingliang Zhang,et al."Multi-Flash Light Field Photography".IEEE ACCESS 7.99(2019):52132-52141.
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