Title :
A camera self-calibration method based on dual constraints of multi-view images
Author :
Liu, Feng ; Han, Weiwei ; Xu, Qiong ; Lin, Qiongjie ; Fan, Jingjing
Author_Institution :
Image Process. & Image Commun. Jiangsu Key Lab., Nanjing Univ. of Posts & Telecommun., Nanjing, China
Abstract :
Camera calibration is the essential step of obtaining 3D information from 2D views in the field of computer vision, which is widely used in the area of 3D reconstruction, navigation, visual supervision, etc. A camera self-calibration method based on dual constraints of multi-view images is proposed to make calibration possible when there is no reference calibration block or the movement of camera is arbitrary. In this method, multi-view images are preprocessed first to select three images which are most suitable for camera self-calibration, then we use the method based on the genetic algorithm, the camera parameters are finally estimated by using epipolar geometry matching error and reprojection error as fitness functions as two steps. Experimental results show that the proposed camera self-calibration method is correct and effective.
Keywords :
calibration; cameras; 3D information; 3D reconstruction; camera parameters; camera self-calibration method; dual constraints; genetic algorithm; geometry matching error; multi-view images; reprojection error; Calibration; Cameras; Computer vision; Feature extraction; Genetic algorithms; Geometry; Three dimensional displays; camera calibration; dual constraints; epipolar geometry; genetic algorithm; multi-view images; reprojection error;
Conference_Titel :
Wireless Communications and Signal Processing (WCSP), 2011 International Conference on
Conference_Location :
Nanjing
Print_ISBN :
978-1-4577-1009-4
Electronic_ISBN :
978-1-4577-1008-7
DOI :
10.1109/WCSP.2011.6096839