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

1996

Conference Paper

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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.

Author(s): Blanz, V. and Schölkopf, B. and Bülthoff, HH. and Burges, C. and Vapnik, V. and Vetter, T.
Book Title: Artificial Neural Networks: ICANN 96, LNCS, vol. 1112
Journal: Artificial Neural Networks, Proceedings of the International Conference on Artificial Neural Networks, (Eds.) C. von der Malsburg, W. von Seelen, J.-C. Vorbr{\"u}ggen, B. Sendhoff. Springer Lecture Notes in Computer Science, Bochum 1996
Pages: 251-256
Year: 1996
Month: July
Day: 0

Series: Lecture Notes in Computer Science
Editors: C von der Malsburg and W von Seelen and JC Vorbr{\"u}ggen and B Sendhoff
Publisher: Springer

Department(s): Empirical Inference
Bibtex Type: Conference Paper (inproceedings)

DOI: 10.1007/3-540-61510-5_45
Event Name: 6th International Conference on Artificial Neural Networks
Event Place: Bochum, Germany

Address: Berlin, Germany
Digital: 0
ISBN: 3-540-61510-5
Organization: Max-Planck-Gesellschaft
School: Biologische Kybernetik

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BibTex

@inproceedings{445,
  title = {Comparison of view-based object recognition algorithms using realistic 3D models},
  author = {Blanz, V. and Sch{\"o}lkopf, B. and B{\"u}lthoff, HH. and Burges, C. and Vapnik, V. and Vetter, T.},
  journal = {Artificial Neural Networks, Proceedings of the International Conference   on Artificial Neural Networks, (Eds.) C. von der Malsburg, W. von Seelen, J.-C. Vorbr{\"u}ggen, B. Sendhoff. Springer Lecture Notes in Computer Science, Bochum  1996},
  booktitle = {Artificial Neural Networks: ICANN 96, LNCS, vol. 1112},
  pages = {251-256},
  series = {Lecture Notes in Computer Science},
  editors = {C von der Malsburg and W von Seelen and JC Vorbr{\"u}ggen and B Sendhoff},
  publisher = {Springer},
  organization = {Max-Planck-Gesellschaft},
  school = {Biologische Kybernetik},
  address = {Berlin, Germany},
  month = jul,
  year = {1996},
  month_numeric = {7}
}