Environmental applications of camera images calibrated by means of the Levenberg–Marquardt method

Even though different authors have presented procedures for camera calibration in environmental video monitoring, improvements in the robustness and accuracy of the calibration procedure are always desired and in this work the Levenberg–Marquardt method is included in the camera calibration process...

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Bibliographic Details
Published in:	Computers & geosciences Vol. 51; pp. 74 - 82
Main Authors:	Pérez Muñoz, J.C., Ortiz Alarcón, C.A., Osorio, A.F, Mejía, C.E, Medina, R.
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01-02-2013
Subjects:	beaches cameras computers Environmental monitoring Image rectification Levenberg–Marquardt method monitoring Pinhole model Colombia Levenberg–Marquardt method Image rectification Environmental monitoring Pinhole model
Online Access:	Get full text
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Summary:	Even though different authors have presented procedures for camera calibration in environmental video monitoring, improvements in the robustness and accuracy of the calibration procedure are always desired and in this work the Levenberg–Marquardt method is included in the camera calibration process for environmental video monitoring images as a way to improve the robustness of the camera calibration when a low number of control points is available without using laboratory measurements. The Pinhole model and the Levenberg–Marquardt method are briefly described and a four step camera calibration procedure using them is presented. This procedure allows users to use ground control points to estimate all the Pinhole model parameters, including the lens distortion parameters and its implementation results with laboratory data are compared with the results presented by other authors. The procedure is also tested with field data obtained with cameras directed toward the beaches of the city of Cartagena, Colombia. The results show that the procedure is robust enough to be used when just a low number of control points are available, even though a large number of GCP is recommended to obtain high accuracy. ► The Pinhole model for camera images including radial distortion effects is used. ► The Levenberg–Marquardt algorithm is used to estimate the Pinhole model parameters. ► Obtained back-projection errors are lower than the ones presented by other authors. ► Calibration procedure is robust to be used when a low number of GCP is available. ► The model helps to present results from beach usage reports.
Bibliography:	http://dx.doi.org/10.1016/j.cageo.2012.07.016
ISSN:	0098-3004 1873-7803
DOI:	10.1016/j.cageo.2012.07.016