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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. Artificial Neural Networks, Proceedings of the International Conference on Artificial Neural Networks, (Eds.) C. von der Malsburg, W. von Seelen, J.-C. Vorbrüggen, B. Sendhoff. Springer Lecture Notes in Computer Science, Bochum 1996, 251-256.

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Item Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-EB4C-5 Version Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-EB4D-3
Genre: Conference Paper

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 Creators:
Blanz, V1, Author           
Schölkopf, B2, Author           
Bülthoff, HH1, Author           
Burges C, Vapnik, V, Author
Vetter, T1, Author           
der Malsburg, von, Editor
C., Editor
von Seelen, W., Editor
Vorbrüggen, J. C., Editor
Sendhoff, B., Editor
Affiliations:
1Department Human Perception, Cognition and Action, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497797              
2Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795              

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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: Issued
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: ISBN: 3-540-61510-5
URI: http://www.springerlink.com/content/p936668278821327/fulltext.pdf
DOI: 10.1007/3-540-61510-5_45
BibTex Citekey: 445
 Degree: -

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Title: 6th International Conference on Artificial Neural Networks
Place of Event: Bochum, Germany
Start-/End Date: -

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Title: Artificial Neural Networks, Proceedings of the International Conference on Artificial Neural Networks, (Eds.) C. von der Malsburg, W. von Seelen, J.-C. Vorbrüggen, B. Sendhoff. Springer Lecture Notes in Computer Science, Bochum 1996
Source Genre: Journal
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Publ. Info: Berlin, Germany : Springer
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 251 - 256 Identifier: -