DocumentCode
1544037
Title
Recovery of ego-motion using region alignment
Author
Irani, Michal ; Rousso, Benny ; Peleg, Shmuel
Author_Institution
Dept. of Appl. Math. & Comput. Sci., Weizmann Inst. of Sci., Rehovot, Israel
Volume
19
Issue
3
fYear
1997
fDate
3/1/1997 12:00:00 AM
Firstpage
268
Lastpage
272
Abstract
A method for computing the 3D camera motion (the ego-motion) in a static scene is described, where initially a detected 2D motion between two frames is used to align corresponding image regions. We prove that such a 2D registration removes all effects of camera rotation, even for those image regions that remain misaligned. The resulting residual parallax displacement field between the two region-aligned images is an epipolar field centered at the FOE (Focus-of-Expansion). The 3D camera translation is recovered from the epipolar field. The 3D camera rotation is recovered from the computed 3D translation and the detected 2D motion. The decomposition of image motion into a 2D parametric motion and residual epipolar parallax displacements avoids many of the inherent ambiguities and instabilities associated with decomposing the image motion into its rotational and translational components, and hence makes the computation of ego-motion or 3D structure estimation more robust
Keywords
image sequences; motion estimation; 2D parametric motion; 2D registration; 3D camera motion; 3D camera translation; 3D structure estimation; ambiguities; camera rotation; ego-motion recovery; epipolar field; focus-of-expansion; image motion decomposition; image region alignment; instabilities; residual epipolar parallax displacements; residual parallax displacement field; rotational components; translational components; Cameras; Equations; Focusing; Image motion analysis; Layout; Motion analysis; Motion detection; Motion estimation; Pixel; Robustness;
fLanguage
English
Journal_Title
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher
ieee
ISSN
0162-8828
Type
jour
DOI
10.1109/34.584105
Filename
584105
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