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  Comparison of view-based object recognition algorithms using realistic 3D models

Blanz, V., Schölkopf, B., Bülthoff, H., Burges, C., Vapnik, V., & Vetter, T. (1996). Comparison of view-based object recognition algorithms using realistic 3D models. In C. von der Malsburg, W. von Seelen, J. Vorbrüggen, & B. Sendhoff (Eds.), Artificial Neural Networks: ICANN 96: 1996 International Conference Bochum, Germany, July 16–19, 1996 (pp. 251-256). Berlin, Germany: Springer.

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Item Permalink: http://hdl.handle.net/11858/00-001M-0000-0013-EB4C-5 Version Permalink: http://hdl.handle.net/21.11116/0000-0005-EA4F-C
Genre: Conference Paper

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 Creators:
Blanz, V1, 2, Author              
Schölkopf, B1, 2, Author              
Bülthoff, HH1, 2, Author              
Burges, C, Author
Vapnik, V, Author              
Vetter, T1, 2, Author              
Affiliations:
1Department Human Perception, Cognition and Action, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497797              
2Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497794              

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 Abstract: Two view-based object recognition algorithms are compared: (1) a heuristic algorithm based on oriented filters, and (2) a support vector learning machine trained on low-resolution images of the objects. Classification performance is assessed using a high number of images generated by a computer graphics system under precisely controlled conditions. Training- and test-images show a set of 25 realistic three-dimensional models of chairs from viewing directions spread over the upper half of the viewing sphere. The percentage of correct identification of all 25 objects is measured.

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 Dates: 1996-07
 Publication Status: Published in print
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Method: -
 Identifiers: DOI: 10.1007/3-540-61510-5_45
BibTex Citekey: 445
 Degree: -

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Title: 6th International Conference on Artificial Neural Networks (ICANN 1996)
Place of Event: Bochum, Germany
Start-/End Date: 1996-07-16 - 1996-07-19

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Source 1

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Title: Artificial Neural Networks: ICANN 96: 1996 International Conference Bochum, Germany, July 16–19, 1996
Source Genre: Proceedings
 Creator(s):
von der Malsburg, C, Editor
von Seelen, W, Editor
Vorbrüggen, JC, Editor
Sendhoff, B, Editor
Affiliations:
-
Publ. Info: Berlin, Germany : Springer
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 251 - 256 Identifier: ISBN: 3-540-61510-5

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Title: Lecture Notes in Computer Science
Source Genre: Series
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Publ. Info: -
Pages: - Volume / Issue: 1112 Sequence Number: - Start / End Page: - Identifier: -