Comparison of view-based object recognition algorithms using realistic 3D models
1996
Conference Paper
ei
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): | Empirische Inferenz |
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 |
Links: |
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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}, doi = {10.1007/3-540-61510-5_45}, month_numeric = {7} } |