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  5. Universal Geometric Camera Calibration with Statistical Model Selection
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Universal Geometric Camera Calibration with Statistical Model Selection

Date Issued
December 1, 2005
Author(s)
Broaddus, Chistopher Paul
Advisor(s)
Mongi Abidi
Additional Advisor(s)
Besma Abidi
Seong Kong
Permanent URI
https://trace.tennessee.edu/handle/20.500.14382/37702
Abstract

We propose a new universal camera calibration approach that uses statistical information criteria for automatic camera model selection. It requires the camera to observe a planar pattern from different positions, and then closed-form estimates for the intrinsic and extrinsic parameters are computed followed by nonlinear optimization. In lieu of modeling radial distortion, the lens projection of the camera is modeled, and in addition we include decentering distortion. This approach is particularly advantageous for wide angle (fisheye) camera calibration because it often reduces the complexity of the model compared to modeling radial distortion. We then apply statistical information criteria to automatically select the complexity of the camera model for any lens type. The complete algorithm is evaluated on synthetic and real data for several different lens projections, and a comparison between existing methods which use radial distortion is done.

Disciplines
Electrical and Computer Engineering
Physical Sciences and Mathematics
Degree
Master of Science
Major
Electrical Engineering
Embargo Date
December 1, 2005
File(s)
Thumbnail Image
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BroaddusChristopher.pdf

Size

1.43 MB

Format

Adobe PDF

Checksum (MD5)

5dd1accb46e19a9b0d6df692a85a956a


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