Camera calibration with genetic algorithms

Authors
Citation
Q. Ji et Ym. Zhang, Camera calibration with genetic algorithms, IEEE SYST A, 31(2), 2001, pp. 120-130
Citations number
23
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS
ISSN journal
10834427 → ACNP
Volume
31
Issue
2
Year of publication
2001
Pages
120 - 130
Database
ISI
SICI code
1083-4427(200103)31:2<120:CCWGA>2.0.ZU;2-Y
Abstract
In this paper, we present a novel approach based on genetic algorithms for performing camera calibration. Contrary to the classical nonlinear photogra mmetric approach [1], the proposed technique can correctly find the near-op timal solution without the need of initial guesses (with only very loose pa rameter bounds) and with a minimum number of control points (7 points). Res ults from our extensive study using both synthetic and real image data as w ell as performance comparison with Tsai's procedure [2] demonstrate the exc ellent performance of the proposed technique in terms of convergence, accur acy, and robustness.