DocumentCode
2120207
Title
Extending two non-parametric transforms for FPGA based stereo matching using bayer filtered cameras
Author
Ambrosch, Kristian ; Humenberger, Martin ; Kubinger, Wilfried ; Steininger, Andreas
Author_Institution
Austrian Res. Centers GmbH - ARC, Vienna
fYear
2008
fDate
23-28 June 2008
Firstpage
1
Lastpage
8
Abstract
Stereo vision has become a very interesting sensing technology for robotic platforms. It offers various advantages, but the drawback is a very high algorithmic effort. Due to the aptitude of certain non-parametric techniques for field programmable gate array (FPGA) based stereo matching, these algorithms can be implemented in highly parallel design while offering adequate real-time behavior. To enable the provision of color images by the stereo sensor for object classification tasks, we propose a technique for extending the rank and the census transform for increased robustness on gray scaled Bayer patterned images. Furthermore, we analyze the extended and the original algorithmspsila behavior on image sets created in controlled environments as well as on real world images and compare their resource usage when implemented on our FPGA based stereo matching architecture.
Keywords
field programmable gate arrays; image matching; image sensors; robot vision; stereo image processing; Bayer filtered cameras; FPGA; field programmable gate array; gray scaled Bayer patterned images; nonparametric transforms; object classification tasks; robotic platforms; stereo matching; stereo vision; Algorithm design and analysis; Cameras; Color; Field programmable gate arrays; Image sensors; Matched filters; Robot sensing systems; Robot vision systems; Robustness; Stereo vision;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision and Pattern Recognition Workshops, 2008. CVPRW '08. IEEE Computer Society Conference on
Conference_Location
Anchorage, AK
ISSN
2160-7508
Print_ISBN
978-1-4244-2339-2
Electronic_ISBN
2160-7508
Type
conf
DOI
10.1109/CVPRW.2008.4563146
Filename
4563146
Link To Document