Title :
A Fast Linear Registration Framework for Multi-camera GIS Coordination
Author :
Sankaranarayanan, Karthik ; Davis, James W.
Author_Institution :
Dept. of Comput. Sci. & Eng., Ohio State Univ., Columbus, OH, USA
Abstract :
We propose a novel registration framework to map the field-of-coverage of pan-tilt cameras to a GIS (Geographic Information System) planar coordinate system. The camera´s field-of-coverage is obtained by building a spherical panorama using an efficient active camera model. The pan-tilt orientation rays from the panoramic image are projected onto a GIS orthophoto ground plane and registered using a transformation matrix. The parameters of the transformation are learned in linear time using least squares. The proposed model is experimentally evaluated by registering panoramas from multiple cameras with an orthophoto and then overlaying them with GIS metadata ground truth to validate the accuracy of registration. We also demonstrate the applicability of such a GIS-based framework to a multi-camera, master-slave active tracking system.
Keywords :
cartography; geographic information systems; image registration; image sensors; least squares approximations; GIS planar coordinate system; Geographic Information System; active camera model; fast linear registration; least squares; multi-camera GIS coordination; orthophoto; pan-tilt cameras; panoramic image; Cameras; Computer science; Computer vision; Geographic Information Systems; Layout; Roads; Surveillance; Transmission line matrix methods; USA Councils; Videoconference; GIS; registration;
Conference_Titel :
Advanced Video and Signal Based Surveillance, 2008. AVSS '08. IEEE Fifth International Conference on
Conference_Location :
Santa Fe, NM
Print_ISBN :
978-0-7695-3341-4
Electronic_ISBN :
978-0-7695-3422-0
DOI :
10.1109/AVSS.2008.20