Title :
A constricted bundle adjustment parameterization for relative scale estimation in visual odometry
Author :
Fraundorfer, Friedrich ; Scaramuzza, Davide ; Pollefeys, Marc
Author_Institution :
Comput. Vision & Geometry Lab., ETH Zurich, Zurich, Switzerland
Abstract :
In this paper we address the problem of visual motion estimation (visual odometry) from a single vehicle mounted camera. One of the basic issues of visual odometry is relative scale estimation. We propose a method to compute the relative scales of a path by solving a bundle adjustment optimization problem. We introduce a constricted parameterization of the bundle adjustment problem, where only the distances between neighboring cameras are optimized, while the rotation angles and translation directions stay fixed. We will present visual odometry results for image data of a vehicle mounted onmidirectional camera for a track of 1000m length.
Keywords :
distance measurement; motion estimation; bundle adjustment optimization problem; constricted bundle adjustment parameterization; relative scale estimation; vehicle mounted camera; visual motion estimation; visual odometry; Cameras; Computational geometry; Computer vision; Mobile robots; Motion estimation; Remotely operated vehicles; Robotics and automation; Robustness; Tracking; USA Councils;
Conference_Titel :
Robotics and Automation (ICRA), 2010 IEEE International Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4244-5038-1
Electronic_ISBN :
1050-4729
DOI :
10.1109/ROBOT.2010.5509733