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Concurrent Stereo under Photometric Image Distortions

Authors: Georgy L. Gimel'farb; Jiang Li; John Morris; Patrice Delmas;

Concurrent Stereo under Photometric Image Distortions

Abstract

We have improved our Concurrent Stereo Matching (CSM) algorithm, which abandons the search for ‘best’ matches and determine matches that lie within admissible ranges using a noise model. We estimate photometric deviations between corresponding regions of stereo pairs with photometric transformations and mismatched or occluded regions. We allow for global, disparity dependent contrast and offset (gain and dark noise) distortions as well as multiple outliers. Noise is estimated for each pixel at each disparity level and the CSM framework applied. Outliers are eliminated with a statistical model and likely matching volumes identified. Then, starting in the foreground, the volumes are explored to select mutually consistent optical surfaces. Finally, local, not global, surface continuity and visibility constraints are applied to generate a disparity map. This approach compares well with other matching algorithms: the more realistic matching model allows for signal contrast and offset variations over the whole image.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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