Simultaneous Projector-Camera Self-Calibration for Three-Dimensional Reconstruction and Projection Mapping

被引:38
作者
Li, Francis [1 ]
Sekkati, Hicham [1 ]
Deglint, Jason [1 ]
Scharfenberger, Christian [1 ]
Lamm, Mark [2 ]
Clausi, David [1 ]
Zelek, John [1 ]
Wong, Alexander [1 ]
机构
[1] Univ Waterloo, Dept Syst Design Engn, Waterloo, ON N2L 3G1, Canada
[2] Christie Digital Syst Canada Inc, Kitchener, ON N2H 5L6, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Auto-calibration; projector-camera; projection mapping; self-calibration; AUTOCALIBRATION; DISPLAY;
D O I
10.1109/TCI.2017.2652844
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Automatic calibration of structured-light systems, generally consisting of a projector and camera, is of great importance for a variety of practical applications. We propose a novel optimization approach for geometric calibration of a projector-camera system that estimates the intrinsic, extrinsic, and distortion parameters of both the camera and projector in an automatic fashion using structured light. Our approach benefits from a novel multifactor objective function that finds maximum-likelihood estimates from noisy point correspondences using constraints on focal lengths and resolves ambiguities estimating the fundamental matrix by enforcing epipolar geometry on the rectified noisy data. This new formulation allows estimation of all calibration parameters simultaneously and minimization is ensured by a greedy descent algorithm that decreases the cost function at each iteration. This provides more accurate parameter estimation, reconstruction accuracy, and robustness to noise and poor initialization compared to previous methods. Experimental results demonstrate the stability and robustness of our method, and show that the proposed solution outperforms a currently leading approach to an automatic geometric projector-camera calibration.
引用
收藏
页码:74 / 83
页数:10
相关论文
共 29 条
[1]  
[Anonymous], P COMP VIS PATT REC
[2]  
[Anonymous], 1966, Photogrammetric Engineering and Remote Sensing
[3]  
Ashdown Mark., 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR '05) - Workshops (ProCams 2005), V3, P98
[4]  
Barreto JP, 2005, IEEE I CONF COMP VIS, P625
[5]   FLEXIBLE PROJECTOR CALIBRATION FOR ACTIVE STEREOSCOPIC SYSTEMS [J].
Ben-Hamadou, Achraf ;
Soussen, Charles ;
Daul, Christian ;
Blondel, Walter ;
Wolf, Didier .
2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, :4241-4244
[6]   From projective to Euclidean space under any practical situation, a criticism of self-calibration [J].
Bougnoux, S .
SIXTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, 1998, :790-796
[7]  
Bouguet J-Y, 2008, Camera calibration toolbox for Matlab
[8]  
Chan LW, 2006, LECT NOTES COMPUT SC, V4159, P21
[9]  
Chiu P.-Y., 2011, P IEEE INT C INT CIR, P1
[10]  
Dong Han, 2013, 2013 4th European Workshop on Visual Information Processing (EUVIP), P154