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Shape and Reflectance Reconstruction Using Concentric Multi-Spectral Light Field
2020-07-01
发表期刊IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (IF:20.8[JCR-2023],22.2[5-Year])
ISSN0162-8828
EISSN1939-3539
卷号42期号:7页码:1594-1605
发表状态已发表
DOI10.1109/TPAMI.2020.2986764
摘要

Recovering the shape and reflectance of non-Lambertian surfaces remains a challenging problem in computer vision since the view-dependent appearance invalidates traditional photo-consistency constraint. In this paper, we introduce a novel concentric multi-spectral light field (CMSLF) design that is able to recover the shape and reflectance of surfaces of various materials in one shot. Our CMSLF system consists of an array of cameras arranged on concentric circles where each ring captures a specific spectrum. Coupled with a multi-spectral ring light, we are able to sample viewpoint and lighting variations in a single shot via spectral multiplexing. We further show that our concentric camera and light source setting results in a unique single-peak pattern in specularity variations across viewpoints. This property enables robust depth estimation for specular points. To estimate depth and multi-spectral reflectance map, we formulate a physics-based reflectance model for the CMSLF under the surface camera (S-Cam) representation. Extensive synthetic and real experiments show that our method outperforms the state-of-the-art shape reconstruction methods, especially for non-Lambertian surfaces.

关键词Cameras Shape Surface reconstruction Lighting Light sources Image reconstruction Computational modeling Shape reconstruction surface reflectance multi-spectral light field
收录类别SCI ; EI ; SCIE
资助项目Louisiana Board of Regents[LEQSF(2018-21)-RD-A-10]
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号WOS:000542967200006
出版者IEEE COMPUTER SOC
WOS关键词PHOTOMETRIC STEREO ; MULTIVIEW STEREO ; COLOR
原始文献类型Article
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文献类型期刊论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/121913
专题信息科学与技术学院_PI研究组_虞晶怡组
通讯作者Ye, Jinwei
作者单位
1.DGene Digital Technol, Baton Rouge, LA 70820 USA
2.Louisiana State Univ, Baton Rouge, LA 70803 USA
3.US Army Res Lab, Adelphi, MD 20783 USA
4.Shanghai Tech Univ, Shanghai 201210, Peoples R China
5.Louisiana State Univ, Div Comp Sci & Engn, Baton Rouge, LA 70803 USA
推荐引用方式
GB/T 7714
Zhou, Mingyuan,Ding, Yuqi,Ji, Yu,et al. Shape and Reflectance Reconstruction Using Concentric Multi-Spectral Light Field[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,2020,42(7):1594-1605.
APA Zhou, Mingyuan,Ding, Yuqi,Ji, Yu,Young, S. Susan,Yu, Jingyi,&Ye, Jinwei.(2020).Shape and Reflectance Reconstruction Using Concentric Multi-Spectral Light Field.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,42(7),1594-1605.
MLA Zhou, Mingyuan,et al."Shape and Reflectance Reconstruction Using Concentric Multi-Spectral Light Field".IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 42.7(2020):1594-1605.
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