New Efficient Solution to the Absolute Pose Problem for Camera with Unknown Focal Length and Radial Distortion

In this paper we present a new efficient solution to the absolute pose problem for a camera with unknown focal length and radial distortion from four 2D-to-3D point correspondences. We propose to solve the problem separately for non-planar and for planar scenes. By decomposing the problem into these two situations we obtain simpler and more efficient solver than the previously known general solver. We demonstrate in synthetic and real experiments significant speedup as our new solvers are about 40× (non-planar) and 160× (planar) faster than the general solver. Moreover, we show that our two solvers can be joined into a new general solver, which gives comparable or better results than the existing general solver for of most planar as well as non-planar scenes.

[1]  Long Quan,et al.  Linear N-Point Camera Pose Determination , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[2]  Zuzana Kukelova,et al.  Automatic Generator of Minimal Problem Solvers , 2008, ECCV.

[3]  Klas Josephson,et al.  Pose estimation with radial distortion and unknown focal length , 2009, 2009 IEEE Conference on Computer Vision and Pattern Recognition.

[4]  Luc Van Gool,et al.  Dynamic 3D Scene Analysis from a Moving Vehicle , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[5]  Luc Van Gool,et al.  Coupled Detection and Trajectory Estimation for Multi-Object Tracking , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[6]  Thomas Luhmann,et al.  Close Range Photogrammetry , 2007 .

[7]  Bill Triggs,et al.  Camera pose and calibration from 4 or 5 known 3D points , 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision.

[8]  Lihong Zhi,et al.  A complete symbolic-numeric linear method for camera pose determination , 2003, ISSAC '03.

[9]  Jiri Matas,et al.  Locally Optimized RANSAC , 2003, DAGM-Symposium.

[10]  Soren W. Henriksen,et al.  Manual of photogrammetry , 1980 .

[11]  L. Zhi,et al.  A Complete Linear 4-Point Algorithm for Camera Pose Determination 1 ) , 2003 .

[12]  David A. Cox,et al.  Using Algebraic Geometry , 1998 .

[13]  H. M. Karara,et al.  Direct Linear Transformation from Comparator Coordinates into Object Space Coordinates in Close-Range Photogrammetry , 2015 .

[14]  Vincent Lepetit,et al.  Accurate Non-Iterative O(n) Solution to the PnP Problem , 2007, 2007 IEEE 11th International Conference on Computer Vision.

[15]  S. Griffis EDITOR , 1997, Journal of Navigation.

[16]  David Nister,et al.  Recent developments on direct relative orientation , 2006 .

[17]  Zuzana Kukelova,et al.  A general solution to the P4P problem for camera with unknown focal length , 2008, 2008 IEEE Conference on Computer Vision and Pattern Recognition.

[18]  Martin Byröd,et al.  Fast and Stable Polynomial Equation Solving and Its Application to Computer Vision , 2009, International Journal of Computer Vision.

[19]  Zhanyi Hu,et al.  PnP Problem Revisited , 2005, Journal of Mathematical Imaging and Vision.

[20]  Steven M. Seitz,et al.  Photo tourism: exploring photo collections in 3D , 2006, ACM Trans. Graph..

[21]  Andrew W. Fitzgibbon,et al.  Simultaneous linear estimation of multiple view geometry and lens distortion , 2001, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001.

[22]  Robert C. Bolles,et al.  Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography , 1981, CACM.

[23]  Andrew J. Davison,et al.  Active Matching , 2008, ECCV.

[24]  Bernhard P. Wrobel,et al.  Multiple View Geometry in Computer Vision , 2001 .

[25]  Mongi A. Abidi,et al.  A New Efficient and Direct Solution for Pose Estimation Using Quadrangular Targets: Algorithm and Evaluation , 1995, IEEE Trans. Pattern Anal. Mach. Intell..

[26]  B. Triggs,et al.  Camera Pose Revisited -- New Linear Algorithms , 2000 .