Bringing the Grandmother Back into the Picture: A Memory-Based View of Object Recognition

Authors:
Shimon Edelman;Tomaso Poggio
Affiliations:
-;-
Venue:
Bringing the Grandmother Back into the Picture: A Memory-Based View of Object Recognition
Year:
1990

Citing 0
Cited 3

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IEEE Transactions on Pattern Analysis and Machine Intelligence
HyperBF networks for real object recognition

IJCAI'91 Proceedings of the 12th international joint conference on Artificial intelligence - Volume 2

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Abstract

We describe experiments with a versatile pictorial prototype based learning scheme for 3D object recognition. The GRBF scheme seems to be amenable to realization in biophysical hardware because the only kind of computation it involves can be effectively carried out by combining receptive fields. Furthermore, the scheme is computationally attractive because it brings together the old notion of a ``grandmother'''' cell and the rigorous approximation methods of regularization and splines.