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  4. A Parallel Stereo Algorithm that Produces Dense Depth Maps and Preserves Image Features
 
research article

A Parallel Stereo Algorithm that Produces Dense Depth Maps and Preserves Image Features

Fua, P.  
1993
Machine Vision and Applications

We have developed a stereo algorithm that relies on grey level correlation followed by interpolation using an energy based technique. During the correlation phase the two images play a symmetric role and we use a validity criterion for the matches that eliminates the gross errors: when the images cannot be correlated reliably, due to lack of texture or occlusions for example, the algorithm does not produce wrong matches but a very sparse disparity map as opposed to a dense one when the correlation is successful and we argue that the density of the map is a good estimate of its reliability. To generate dense depth map, the information is then propagated across the featureless areas but not across discontinuities by an interpolation algorithm that takes image grey levels to preserve image features.

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Type
research article
DOI
10.1007/BF01212430
Author(s)
Fua, P.  
Date Issued

1993

Publisher

Springer Verlag

Published in
Machine Vision and Applications
Volume

6

Issue

1

Start page

35

End page

49

Subjects

Stereo

•

Correlation

•

Interpolation

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
CVLAB  
Available on Infoscience
February 3, 2006
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/221847
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