Camera Calibration using the Damped Bundle Adjustment Toolbox

Camera calibration is one of the fundamental photogrammetric tasks. The standard procedure is to apply an iterative adjustment to measurements of known control points. The iterative adjustment needs initial values of internal and external parameters. In this paper we investigate a procedure where on...

Full description

Bibliographic Details
Main Authors: N. Börlin, P. Grussenmeyer
Format: Article
Language:English
Published: Copernicus Publications 2014-05-01
Series:ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:http://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/II-5/89/2014/isprsannals-II-5-89-2014.pdf
id doaj-691b0a9347074ccfbf6cd4774f515309
record_format Article
spelling doaj-691b0a9347074ccfbf6cd4774f5153092020-11-24T23:23:06ZengCopernicus PublicationsISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences2194-90422194-90502014-05-01II-5899610.5194/isprsannals-II-5-89-2014Camera Calibration using the Damped Bundle Adjustment ToolboxN. Börlin0P. Grussenmeyer1Umeå University, Department of Computing Science, Umeå, SwedenICube Laboratory UMR 7357, Photogrammetry and Geomatics Group, INSA Strasbourg, FranceCamera calibration is one of the fundamental photogrammetric tasks. The standard procedure is to apply an iterative adjustment to measurements of known control points. The iterative adjustment needs initial values of internal and external parameters. In this paper we investigate a procedure where only one parameter &ndash; the focal length is given a specific initial value. The procedure is validated using the freely available Damped Bundle Adjustment Toolbox on five calibration data sets using varying narrow- and wide-angle lenses. <br><br> The results show that the Gauss-Newton-Armijo and Levenberg-Marquardt-Powell bundle adjustment methods implemented in the toolbox converge even if the initial values of the focal length are between 1/2 and 32 times the true focal length, even if the parameters are highly correlated. Standard statistical analysis methods in the toolbox enable manual selection of the lens distortion parameters to estimate, something not available in other camera calibration toolboxes. <br><br> A standardised camera calibration procedure that does not require any information about the camera sensor or focal length is suggested based on the convergence results. <br><br> The toolbox source and data sets used in this paper are available from the authors.http://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/II-5/89/2014/isprsannals-II-5-89-2014.pdf
collection DOAJ
language English
format Article
sources DOAJ
author N. Börlin
P. Grussenmeyer
spellingShingle N. Börlin
P. Grussenmeyer
Camera Calibration using the Damped Bundle Adjustment Toolbox
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
author_facet N. Börlin
P. Grussenmeyer
author_sort N. Börlin
title Camera Calibration using the Damped Bundle Adjustment Toolbox
title_short Camera Calibration using the Damped Bundle Adjustment Toolbox
title_full Camera Calibration using the Damped Bundle Adjustment Toolbox
title_fullStr Camera Calibration using the Damped Bundle Adjustment Toolbox
title_full_unstemmed Camera Calibration using the Damped Bundle Adjustment Toolbox
title_sort camera calibration using the damped bundle adjustment toolbox
publisher Copernicus Publications
series ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
issn 2194-9042
2194-9050
publishDate 2014-05-01
description Camera calibration is one of the fundamental photogrammetric tasks. The standard procedure is to apply an iterative adjustment to measurements of known control points. The iterative adjustment needs initial values of internal and external parameters. In this paper we investigate a procedure where only one parameter &ndash; the focal length is given a specific initial value. The procedure is validated using the freely available Damped Bundle Adjustment Toolbox on five calibration data sets using varying narrow- and wide-angle lenses. <br><br> The results show that the Gauss-Newton-Armijo and Levenberg-Marquardt-Powell bundle adjustment methods implemented in the toolbox converge even if the initial values of the focal length are between 1/2 and 32 times the true focal length, even if the parameters are highly correlated. Standard statistical analysis methods in the toolbox enable manual selection of the lens distortion parameters to estimate, something not available in other camera calibration toolboxes. <br><br> A standardised camera calibration procedure that does not require any information about the camera sensor or focal length is suggested based on the convergence results. <br><br> The toolbox source and data sets used in this paper are available from the authors.
url http://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/II-5/89/2014/isprsannals-II-5-89-2014.pdf
work_keys_str_mv AT nborlin cameracalibrationusingthedampedbundleadjustmenttoolbox
AT pgrussenmeyer cameracalibrationusingthedampedbundleadjustmenttoolbox
_version_ 1725565336279842816