DocumentCode
1508377
Title
Estimating Relative Camera Motion from the Antipodal-Epipolar Constraint
Author
Lim, John ; Barnes, Nick ; Li, Hongdong
Author_Institution
Dept. of Eng., Australian Nat. Univ., Canberra, ACT, Australia
Volume
32
Issue
10
fYear
2010
Firstpage
1907
Lastpage
1914
Abstract
This paper introduces a novel antipodal-epipolar constraint on relative camera motion. By using antipodal points, which are available in large Field-of-View cameras, the translational and rotational motions of a camera are geometrically decoupled, allowing them to be separately estimated as two problems in smaller dimensions. We present a new formulation based on discrete camera motions, which works over a larger range of motions compared to previous differential techniques using antipodal points. The use of our constraints is demonstrated with two robust and practical algorithms, one based on RANSAC and the other based on Hough-like voting. As an application of the motion decoupling property, we also present a new structure-from-motion algorithm that does not require explicitly estimating rotation (it uses only the translation found with our methods). Finally, experiments involving simulations and real image sequences will demonstrate that our algorithms perform accurately and robustly, with some advantages over the state-of-the-art.
Keywords
computational geometry; image recognition; motion estimation; Hough-like voting; antipodal-epipolar constraint; discrete camera motions; field-of-view cameras; geometrically decoupled; practical algorithms; relative camera motion estimation; robust algorithms; rotational motions; translational motions; Algorithm design and analysis; Cameras; Differential equations; Geometry; Image sequences; Linear approximation; Motion estimation; Noise robustness; Voting; Hough; Multiview geometry; antipodal points; epipolar constraint; robust estimation.; structure and motion;
fLanguage
English
Journal_Title
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher
ieee
ISSN
0162-8828
Type
jour
DOI
10.1109/TPAMI.2010.113
Filename
5477425
Link To Document