DocumentCode
2263140
Title
Monocular structure from motion for near to long ranges
Author
Fields, John ; Salgian, Garbis ; Samarasekera, Supun ; Kumar, Rakesh
Author_Institution
Sarnoff Corp., Princeton, NJ, USA
fYear
2009
fDate
Sept. 27 2009-Oct. 4 2009
Firstpage
1702
Lastpage
1709
Abstract
This paper describes a sensing system for estimating range and detecting the shape of objects from a few meters to a few kilometers away. Such distances are too large for current active methods (e.g. LADAR) or fixed baseline stereo. A sensing system consisting of a single camera mounted on a ground vehicle equipped with a precision inertial navigation system (INS) is used. The vehicle travel is used to synthesize baselines of different lengths. The system uses visual odometry (VO) techniques to refine the camera orientation information derived from the INS and camera-to-vehicle calibration. Range information is obtained through motion stereo analysis of rectified image pairs and the use of multiple baselines in each range image. In addition, range images are combined as the vehicle travel creates new views. Results are compared with ground truth in open terrain with ranges up to several km.
Keywords
cameras; distance measurement; image motion analysis; image sensors; inertial navigation; object detection; road vehicles; shape recognition; stereo image processing; camera orientation information; camera-to-vehicle calibration; ground vehicle; monocular structure; motion stereo analysis; near-to-long ranges; object shape detection; precision inertial navigation system; range estimation; range image; range information; sensing system; single camera; vehicle travel; visual odometry; Calibration; Cameras; Image analysis; Image motion analysis; Inertial navigation; Land vehicles; Laser radar; Motion analysis; Object detection; Shape;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision Workshops (ICCV Workshops), 2009 IEEE 12th International Conference on
Conference_Location
Kyoto
Print_ISBN
978-1-4244-4442-7
Electronic_ISBN
978-1-4244-4441-0
Type
conf
DOI
10.1109/ICCVW.2009.5457488
Filename
5457488
Link To Document