Title :
Camera calibration and 3D reconstruction using interval analysis
Author :
Telle, Benoît ; Aldon, Marie-Josée ; Ramdani, Nacim
Author_Institution :
UMR CNRS, Univ. Montpellier II, France
Abstract :
The paper deals with the problem of error estimation in 3D reconstruction. It shows how interval analysis can be used in this way for 3D vision applications. The description of an image point by an interval assumes an unknown but bounded localization. We present a new method based on interval analysis tools to propagate this bounded uncertainty. This way of computation can produce guaranteed results since a datum is not the most probabilistic value but an interval which contains the true value. We validate our method by computing a guaranteed model for a projective camera, and we achieve a guaranteed 3D reconstruction.
Keywords :
calibration; image reconstruction; maximum likelihood estimation; stereo image processing; 3D reconstruction; 3D vision; camera calibration; error estimation; interval analysis; maximum likelihood estimators; pinhole camera; projective camera; stereovision system; Additive noise; Calibration; Cameras; Equations; Error analysis; Image reconstruction; Layout; Linear systems; Maximum likelihood estimation; Uncertainty;
Conference_Titel :
Image Analysis and Processing, 2003.Proceedings. 12th International Conference on
Print_ISBN :
0-7695-1948-2
DOI :
10.1109/ICIAP.2003.1234078