Robust real-time ground plane motion compensation from a moving vehicle

Authors
Citation
W. Kruger, Robust real-time ground plane motion compensation from a moving vehicle, MACH VIS A, 11(4), 1999, pp. 203-212
Citations number
32
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
MACHINE VISION AND APPLICATIONS
ISSN journal
09328092 → ACNP
Volume
11
Issue
4
Year of publication
1999
Pages
203 - 212
Database
ISI
SICI code
0932-8092(199912)11:4<203:RRGPMC>2.0.ZU;2-5
Abstract
One method to detect obstacles from a vehicle moving on a planar road surfa ce is the analysis of motion-compensated difference images. In this contrib ution, a motion compensation algorithm is presented, which computes the req uired image-warping parameters from an estimate of the relative motion betw een camera and ground plane. The proposed algorithm estimates the warping p arameters from displacements at image corners and image edges. It exploits the estimated confidence of the displacements to cope robustly with outlier s. Knowledge about camera calibration, measuremts from odometry, and the pr evious estimate are used for motion prediction and to stabilize the estimat ion process when there is not enough information available in the measured image displacements. The motion compensation algorithm has been integrated with modules for obstacle detection and lane tracking. This system has been integrated in experimental vehicles and runs in real time with an overall cycle of 12.5 Hz on low-cost standard hardware.