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Summary: An intensitybased cooperative bidirectional stereo matching with
simultaneous detection of discontinuities and occlusions
A. Luo and H. Burkhardt
Technische Informatik I
Technische Universit¨at HamburgHarburg
Postfach 90 10 52, 21071 Hamburg, Germany
Abstract
This paper presents a new intensitybased stereo algorithm using cooperative bi
directional matching with a hierarchical multilevel structure. Based on a new model
of piecewise smooth depth fields and the consistency constraint, the algorithm is able
to estimate the 3D structure and detect its discontinuities and the occlusion reliably
with low computational costs. In order to find the global optimal estimates, we utilize
a multiresolution twostage algorithm minimizing nonconvex cost functions, which is
equivalent to the MAP estimation. This basic framework computing the 3D structure
from binocular stereo images has been extended to the trinocular stereo vision for a
further improvement of the performance. A few examples for the binocular and trino
cular stereo problems are given to illustrate the performance of the new algorithms.
Keywords: binocular and trinocular stereo, cooperative bidirectional matching, dis
continuity and occlusion, MAP estimation and multiresolution.
1 Introduction
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