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

Abstract
Experiments are described 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. Keywords: Object recognition, Representation, Nonlinear interpolation.

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