DocumentCode
786073
Title
A stereo matching paradigm based on the Walsh transformation
Author
Adjouadi, Malek ; Candocia, Frank
Author_Institution
Dept. of Electr. & Comput. Eng., Florida Int. Univ., Miami, FL, USA
Volume
16
Issue
12
fYear
1994
fDate
12/1/1994 12:00:00 AM
Firstpage
1212
Lastpage
1218
Abstract
Describes a new feature-based stereo matching technique which exploits the Walsh transformation. The established matching strategy adopts and integrates the fundamental steps of the stereo vision problem: (a) detecting and locating feature points, (b) searching for potential matches, (c) validating a match through a global consistency check, and (d) determining the disparity of the matched feature points. The unique representation of stereo images into Walsh-based attributes unites the aforementioned steps into an integrated process which yields accurate disparity extraction. It is shown that the first and second Walsh attributes are used as operators approximating the first and second derivatives for the extraction and localization of feature points. The complete set of these attributes are then used as matching primitives contributing equally to the decision-making process and providing relevant information on both the characterization of a potential match and its validation through a consistency check. Computer results using images of varying complexities prove the soundness and the relatively fast processing time of this stereo matching technique
Keywords
Walsh functions; feature extraction; image matching; stereo image processing; transforms; Walsh transformation; Walsh-based attributes; accurate disparity extraction; decision-making process; derivatives; disparity determination; feature point detection; feature point location; feature-based stereo matching technique; global consistency check; image complexity; match validation; matching primitives; potential match searching; processing time; soundness; stereo image representation; stereo vision; Computer science education; Computer vision; Control systems; Data mining; Decision making; Educational technology; Feature extraction; Filtering; Image resolution; Stereo vision;
fLanguage
English
Journal_Title
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher
ieee
ISSN
0162-8828
Type
jour
DOI
10.1109/34.387486
Filename
387486
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