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  Stereo Integration, Mean Field Theory and Psychophysics

Yuille, A., Geiger, D., & Bülthoff, H. (1990). Stereo Integration, Mean Field Theory and Psychophysics. In O. Faugeras (Ed.), Computer Vision — ECCV 90: First European Conference on Computer Vision Antibes, France, April 23–27, 1990 (pp. 165-172). Berlin, Germany: Springer.

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Item Permalink: http://hdl.handle.net/11858/00-001M-0000-0013-EEA1-B Version Permalink: http://hdl.handle.net/21.11116/0000-0006-42CD-9
Genre: Conference Paper

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 Creators:
Yuille, A, Author              
Geiger, D, Author
Bülthoff, HH1, Author              
Affiliations:
1External Organizations, ou_persistent22              

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 Abstract: We describe a theoretical formulation for stereo in terms of the Markov Random Field and Bayesian approach to vision. This formulation enables us to integrate the depth information from different types of matching primitives, or from different vision modules. We treat the correspondence problem and surface interpolation as different aspects of the same problem and solve them simultaneously, unlike most previous theories. We use techniques from statistical physics to compute properties of our theory and show how it relates to previous work. These techniques also suggest novel algorithms for stereo which are argued to be preferable to standard algorithms on theoretical and experimental grounds. It can be shown (Yuille, Geiger and Bülthoff 1989) that the theory is consistent with some psychophysical experiments which investigate the relative importance of different matching primitives.

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 Dates: 1990-04
 Publication Status: Published in print
 Pages: -
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 Rev. Type: -
 Identifiers: DOI: 10.1007/BFb0014852
BibTex Citekey: 751
 Degree: -

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Title: First European Conference on Computer Vision (ECCV 1990)
Place of Event: Antibes, France
Start-/End Date: 1990-04-23 - 1990-04-27

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Title: Computer Vision — ECCV 90: First European Conference on Computer Vision Antibes, France, April 23–27, 1990
Source Genre: Proceedings
 Creator(s):
Faugeras, O, Editor
Affiliations:
-
Publ. Info: Berlin, Germany : Springer
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 165 - 172 Identifier: ISBN: 3-540-52522-X

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Title: Lecture Notes in Computer Science
Source Genre: Series
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Pages: - Volume / Issue: 427 Sequence Number: - Start / End Page: - Identifier: -