Title :
Accurate feature detection and matching for the tracking of calibration parameters in multi-camera acquisition systems
Author :
Pedersini, Federico ; Sarti, Augusto ; Tubaro, Stefano
Author_Institution :
ISPG, Politecnico di Milano, Italy
Abstract :
The 3D reconstruction´s quality of multiple-camera acquisition systems is strongly influenced by the accuracy of the camera calibration procedure. The acquisition of long sequences is, in fact, very sensitive to mechanical shocks, vibrations and thermal changes on cameras and supports, as they could result in a significant drift of the camera parameters. In this paper we propose a technique which is able to keep track of the camera parameters and, whenever possible, to correct them accordingly. This technique does not need any a-priori knowledge or test objects to be placed in the scene, but exploits features that are already present in the scene itself. In fact it performs an accurate detection, matching and back-projection of luminance corners and spots in the scene space. Experimental results on real sequences are reported in order to prove the ability of the proposed technique to detect a change in the calibration and to re-calibrate the camera setup with an accuracy that depends on the number of available feature points
Keywords :
brightness; calibration; cameras; feature extraction; image matching; image reconstruction; image sequences; parameter estimation; tracking; accuracy; adaptive calibration; back-projection; calibration parameters tracking; change detection; experimental results; feature detection; feature matching; feature points; long sequences; luminance corners; luminance spots; mechanical shocks; multiple-camera acquisition systems; scene space; systems parameters correction; thermal changes; vibrations; Art; Calibration; Cameras; Computer vision; Electric shock; Image reconstruction; Layout; Object detection; Testing; Vibrations;
Conference_Titel :
Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
0-8186-8821-1
DOI :
10.1109/ICIP.1998.723539