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  A self-organizing multiple-view representation of 3D objects

Weinshall, D., Edelman, S., & Bülthoff, H. (1990). A self-organizing multiple-view representation of 3D objects. In D. Touretzky (Ed.), Advances in Neural Information Processing Systems 2 (NIPS 1989) (pp. 274-281). San Mateo, CA, USA: Morgan Kaufmann.

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 Creators:
Weinshall, D, Author
Edelman, S, Author           
Bülthoff, HH1, Author           
Affiliations:
1External Organizations, ou_persistent22              

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 Abstract: We demonstrate the ability of a two-layer network of thresholded summation units to support representation of 3D objects in which several distinct 2D views are stored for ea.ch object. Using unsu-pervised Hebbian relaxation, the network learned to recognize ten objects from different viewpoints. The training process led to the emergence of compact representations of the specific input views. When tested on novel views of the same objects, the network ex-hibited a substantial generalization capability. In simulated psy-chophysical experiments, the network's behavior was qualitatively similar to that of human subjects.

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 Dates: 1990
 Publication Status: Published in print
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: BibTex Citekey: 737
 Degree: -

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Title: 1989 IEEE Conference on Neural Information Processing Systems: Natural and Synthetic
Place of Event: Denver, CO, USA
Start-/End Date: 1989-11-27 - 1989-11-30

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Title: Advances in Neural Information Processing Systems 2 (NIPS 1989)
Source Genre: Proceedings
 Creator(s):
Touretzky, DS, Editor
Affiliations:
-
Publ. Info: San Mateo, CA, USA : Morgan Kaufmann
Pages: 853 Volume / Issue: - Sequence Number: - Start / End Page: 274 - 281 Identifier: ISBN: 1-55860-100-7