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CAVIAR: a 45k neuron, 5M synapse, 12G connects/s AER hardware sensory-processing-learning-actuating system for high-speed visual object recognition and tracking

Authors :
Serrano-Gotarredona, R
Oster, M
Lichtsteiner, P
Linares-Barranco, A
Paz-Vicente, R
Gomez-Rodriguez, F
Camuñas-Mesa, L
Berner, R
Rivas, M
Delbruck, T
Liu, S C
Douglas, R J
Hafliger, P
Moreno, G
Civit, A
Serrano-Gotarredona, T
Acosta-Jimenez, A
Linares-Barranco, B
Serrano-Gotarredona, R
Oster, M
Lichtsteiner, P
Linares-Barranco, A
Paz-Vicente, R
Gomez-Rodriguez, F
Camuñas-Mesa, L
Berner, R
Rivas, M
Delbruck, T
Liu, S C
Douglas, R J
Hafliger, P
Moreno, G
Civit, A
Serrano-Gotarredona, T
Acosta-Jimenez, A
Linares-Barranco, B
Source :
Serrano-Gotarredona, R; Oster, M; Lichtsteiner, P; Linares-Barranco, A; Paz-Vicente, R; Gomez-Rodriguez, F; Camuñas-Mesa, L; Berner, R; Rivas, M; Delbruck, T; Liu, S C; Douglas, R J; Hafliger, P; Moreno, G; Civit, A; Serrano-Gotarredona, T; Acosta-Jimenez, A; Linares-Barranco, B (2009). CAVIAR: a 45k neuron, 5M synapse, 12G connects/s AER hardware sensory-processing-learning-actuating system for high-speed visual object recognition and tracking. IEEE Transactions on Neural Networks, 20(9):1417-1438.
Publication Year :
2009

Abstract

This paper describes CAVIAR, a massively parallel hardware implementation of a spike-based sensing-processing-learning-actuating system inspired by the physiology of the nervous system. CAVIAR uses the asychronous address-event representation (AER) communication framework and was developed in the context of a European Union funded project. It has four custom mixed-signal AER chips, five custom digital AER interface components, 45k neurons (spiking cells), up to 5M synapses, performs 12G synaptic operations per second, and achieves millisecond object recognition and tracking latencies.

Details

Database :
OAIster
Journal :
Serrano-Gotarredona, R; Oster, M; Lichtsteiner, P; Linares-Barranco, A; Paz-Vicente, R; Gomez-Rodriguez, F; Camuñas-Mesa, L; Berner, R; Rivas, M; Delbruck, T; Liu, S C; Douglas, R J; Hafliger, P; Moreno, G; Civit, A; Serrano-Gotarredona, T; Acosta-Jimenez, A; Linares-Barranco, B (2009). CAVIAR: a 45k neuron, 5M synapse, 12G connects/s AER hardware sensory-processing-learning-actuating system for high-speed visual object recognition and tracking. IEEE Transactions on Neural Networks, 20(9):1417-1438.
Notes :
application/pdf, info:doi/10.5167/uzh-32048, English
Publication Type :
Electronic Resource
Accession number :
edsoai.ocn733365688
Document Type :
Electronic Resource