DocumentCode :
3384234
Title :
Soft methods for bounding the uncertainty of stereo calibration and triangulation
Author :
Otero, Jose ; Sanchez, L.
Author_Institution :
Comput. Sci. Dept., Oviedo Univ., Gijon, Spain
fYear :
2013
fDate :
7-10 July 2013
Firstpage :
1
Lastpage :
8
Abstract :
3D triangulation with stereo vision is subjected to different sources of uncertainty that propagate to the final result. In previous work it has been shown that the tolerance of the triangulation can be delimited by extending calculations to interval data. Notwithstanding this, in this paper it will be shown that this kind of estimation may produce too loose bounds in many practical circumstances. A Soft Computing based algorithm is proposed instead that improves prior methods. A sample of combinations of calibration points extrema is used to generate a set of camera calibration parameters. A fuzzy set is fitted to this last set of data, that measures the compatibility of 3D coordinates with a pair of 2D matched images.
Keywords :
calibration; cameras; fuzzy set theory; image matching; stereo image processing; uncertainty handling; 2D matched images; 3D coordinates; 3D triangulation; calibration point extrema; camera calibration parameters; fuzzy set; soft computing-based algorithm; soft methods; stereo calibration; stereo vision; uncertainty bound; uncertainty sources; Calibration; Cameras; Computational modeling; Equations; Mathematical model; Three-dimensional displays; Uncertainty; Computer Vision; fuzzy sets; interval-valued arithmetic; stereo;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems (FUZZ), 2013 IEEE International Conference on
Conference_Location :
Hyderabad
ISSN :
1098-7584
Print_ISBN :
978-1-4799-0020-6
Type :
conf
DOI :
10.1109/FUZZ-IEEE.2013.6622482
Filename :
6622482
Link To Document :
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