Depth Estimation with Light Field and Photometric Stereo Data Using Energy Minimization

被引:1
作者
Antensteiner, Doris [1 ]
Stolc, Svorad [1 ]
Huber-Moerk, Reinhold [1 ]
机构
[1] Austrian Inst Technol Digital Safety & Secur, A-2444 Seibersdorf, Austria
来源
PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS, COMPUTER VISION, AND APPLICATIONS, CIARP 2016 | 2017年 / 10125卷
关键词
Light fields; Photometric stereo; 3D vision; Energy minimization; SHAPE;
D O I
10.1007/978-3-319-52277-7_22
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Through the fusion of light fields and photometric stereo, two state-of-the-art computational imaging approaches, we improve the 3D reconstruction of objects. Light field imaging techniques observe a scene from different angles, which results in a strong absolute depth estimation of the scene. Photometric stereo uses multiple illuminations to reconstruct the surface of objects, which allows estimating fine local details of objects, even when no surface structure is present. We combine both approaches within a minimization algorithm, which exhibits an accurate absolute depth with a high sensitivity to fine surface details.
引用
收藏
页码:175 / 183
页数:9
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