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Mechanisms for similarity matching in disparity measurement

Citation
Goutcher R & Hibbard P (2014) Mechanisms for similarity matching in disparity measurement, Frontiers in Psychology, 4, Art. No.: 1014.

Abstract
Early neural mechanisms for the measurement of binocular disparity appear to operate in a manner consistent with cross-correlation-like processes. Consequently, cross-correlation, or cross-correlation-like procedures have been used in a range of models of disparity measurement. Using such procedures as the basis for disparity measurement creates a preference for correspondence solutions that maximize the similarity between local left and right eye image regions. Here, we examine how observers’ perception of depth in an ambiguous stereogram is affected by manipulations of luminance and orientation-based image similarity. Results show a strong effect of coarse-scale luminance similarity manipulations, but a relatively weak effect of finer-scale manipulations of orientation similarity. This is in contrast to the measurements of depth obtained from a standard cross-correlation model. This model shows strong effects of orientation similarity manipulations and weaker effects of luminance similarity. In order to account for these discrepancies, the standard cross-correlation approach may be modified to include an initial spatial frequency filtering stage. The performance of this adjusted model most closely matches human psychophysical data when spatial frequency filtering favors coarser scales. This is consistent with the operation of disparity measurement processes where spatial frequency and disparity tuning are correlated, or where disparity measurement operates in a coarse-to-fine manner.

Keywords
binocular vision; disparity measurement; correspondence problem; similarity; cross-correlation; binocular energy model

StatusPublished
AuthorsGoutcher Ross, Hibbard Paul
Publication date08/01/2014
Publication date online08/01/2014
Date accepted by journal20/12/2013
PublisherFrontiers
ISSN 1664-1078
LanguageEnglish

Journal
Frontiers in Psychology: Volume 4

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