Departmental Papers (BE)

Document Type

Conference Paper

Date of this Version

December 2003

Comments

Advances in Neural Information Processing Systems 16 (NIPS 2003), pages 995-1002.
Publisher URL: http://books.nips.cc/nips16.html

Abstract

We describe a neuromorphic chip that utilizes transistor heterogeneity, introduced by the fabrication process, to generate orientation maps similar to those imaged in vivo. Our model consists of a recurrent network of excitatory and inhibitory cells in parallel with a push-pull stage. Similar to a previous model the recurrent network displays hotspots of activity that give rise to visual feature maps. Unlike previous work, however, the map for orientation does not depend on the sign of contrast. Instead, sign-independent cells driven by both ON and OFF channels anchor the map, while push-pull interactions give rise to sign-preserving cells. These two groups of orientation-selective cells are similar to complex and simple cells observed in V1.

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Date Posted: 11 November 2004

This document has been peer reviewed.