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A Generic Multi-Projection-Center Model and Calibration Method for Light Field Cameras | |
2019-11 | |
Source Publication | IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
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ISSN | 0162-8828 |
Volume | 41Issue:11Pages:2539-2552 |
Status | 已发表 |
DOI | 10.1109/TPAMI.2018.2864617 |
Abstract | Light field cameras can capture both spatial and angular information of light rays, enabling 3D reconstruction by a single exposure. The geometry of 3D reconstruction is affected by intrinsic parameters of a light field camera significantly. In the paper, we propose a multi-projection-center (MPC) model with 6 intrinsic parameters to characterize light field cameras based on traditional two-parallel-plane (TPP) representation. The MPC model can generally parameterize light field in different imaging formations, including conventional and focused light field cameras. By the constraints of 4D ray and 3D geometry, a 3D projective transformation is deduced to describe the relationship between geometric structure and the MPC coordinates. Based on the MPC model and projective transformation, we propose a calibration algorithm to verify our light field camera model. Our calibration method includes a close-form solution and a non-linear optimization by minimizing re-projection errors. Experimental results on both simulated and real scene data have verified the performance of our algorithm. |
Keyword | Multi-projection-center (MPC) model light field cameras two-parallel-plane (TPP) representation calibration |
URL | 查看原文 |
Indexed By | SCI ; SCIE ; EI |
Funding Project | NSFC[61531014] |
WOS Research Area | Computer Science ; Engineering |
WOS Subject | Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic |
WOS ID | WOS:000489838200001 |
Publisher | IEEE COMPUTER SOC |
Original Document Type | Article |
Source Data | IEEE |
Citation statistics | |
Document Type | 期刊论文 |
Identifier | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/29994 |
Collection | 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 |
Affiliation | 1.School of Computer Science, Northwestern Polytechnical University, Xi'an, China 2.ShanghaiTech University, Shanghai, China |
Recommended Citation GB/T 7714 | Qi Zhang,Chunping Zhang,Jinbo Ling,et al. A Generic Multi-Projection-Center Model and Calibration Method for Light Field Cameras[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,2019,41(11):2539-2552. |
APA | Qi Zhang,Chunping Zhang,Jinbo Ling,Qing Wang,&Jingyi Yu.(2019).A Generic Multi-Projection-Center Model and Calibration Method for Light Field Cameras.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,41(11),2539-2552. |
MLA | Qi Zhang,et al."A Generic Multi-Projection-Center Model and Calibration Method for Light Field Cameras".IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 41.11(2019):2539-2552. |
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