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Issue No.12 - December (1994 vol.16)
pp: 1212-1218
ABSTRACT
<p>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.</p>
INDEX TERMS
stereo image processing; feature extraction; Walsh functions; transforms; image matching; feature-based stereo matching technique; Walsh transformation; stereo vision; feature point detection; feature point location; potential match searching; match validation; global consistency check; disparity determination; stereo image representation; Walsh-based attributes; accurate disparity extraction; derivatives; matching primitives; decision-making process; image complexity; soundness; processing time
CITATION
M. Adjouadi, F. Candocia, "A Stereo Matching Paradigm Based on the Walsh Transformation", IEEE Transactions on Pattern Analysis & Machine Intelligence, vol.16, no. 12, pp. 1212-1218, December 1994, doi:10.1109/34.387486
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