Literature DB >> 19635693

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

Rafael Serrano-Gotarredona1, Matthias Oster, Patrick Lichtsteiner, Alejandro Linares-Barranco, Rafael Paz-Vicente, Francisco Gomez-Rodriguez, Luis Camunas-Mesa, Raphael Berner, Manuel Rivas-Perez, Tobi Delbruck, Shih-Chii Liu, Rodney Douglas, Philipp Hafliger, Gabriel Jimenez-Moreno, Anton Civit Ballcels, Teresa Serrano-Gotarredona, Antonio J Acosta-Jimenez, Bernabé Linares-Barranco.   

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.

Mesh:

Year:  2009        PMID: 19635693     DOI: 10.1109/TNN.2009.2023653

Source DB:  PubMed          Journal:  IEEE Trans Neural Netw        ISSN: 1045-9227


  45 in total

1.  Neuromorphic meets neuromechanics, part I: the methodology and implementation.

Authors:  Chuanxin M Niu; Kian Jalaleddini; Won Joon Sohn; John Rocamora; Terence D Sanger; Francisco J Valero-Cuevas
Journal:  J Neural Eng       Date:  2017-01-13       Impact factor: 5.379

2.  Reverse engineering the cognitive brain.

Authors:  Gert Cauwenberghs
Journal:  Proc Natl Acad Sci U S A       Date:  2013-09-12       Impact factor: 11.205

3.  A case for spiking neural network simulation based on configurable multiple-FPGA systems.

Authors:  Shufan Yang; Qiang Wu; Renfa Li
Journal:  Cogn Neurodyn       Date:  2011-09-17       Impact factor: 5.082

4.  Video time encoding machines.

Authors:  Aurel A Lazar; Eftychios A Pnevmatikakis
Journal:  IEEE Trans Neural Netw       Date:  2011-02-04

5.  Exploiting Lightweight Statistical Learning for Event-Based Vision Processing.

Authors:  Cong Shi; Jiajun Li; Ying Wang; Gang Luo
Journal:  IEEE Access       Date:  2018-04-04       Impact factor: 3.367

6.  Characterization and compensation of network-level anomalies in mixed-signal neuromorphic modeling platforms.

Authors:  Mihai A Petrovici; Bernhard Vogginger; Paul Müller; Oliver Breitwieser; Mikael Lundqvist; Lyle Muller; Matthias Ehrlich; Alain Destexhe; Anders Lansner; René Schüffny; Johannes Schemmel; Karlheinz Meier
Journal:  PLoS One       Date:  2014-10-10       Impact factor: 3.240

7.  Comparison between Frame-Constrained Fix-Pixel-Value and Frame-Free Spiking-Dynamic-Pixel ConvNets for Visual Processing.

Authors:  Clément Farabet; Rafael Paz; Jose Pérez-Carrasco; Carlos Zamarreño-Ramos; Alejandro Linares-Barranco; Yann Lecun; Eugenio Culurciello; Teresa Serrano-Gotarredona; Bernabe Linares-Barranco
Journal:  Front Neurosci       Date:  2012-04-10       Impact factor: 4.677

8.  A neuro-inspired spike-based PID motor controller for multi-motor robots with low cost FPGAs.

Authors:  Angel Jimenez-Fernandez; Gabriel Jimenez-Moreno; Alejandro Linares-Barranco; Manuel J Dominguez-Morales; Rafael Paz-Vicente; Anton Civit-Balcells
Journal:  Sensors (Basel)       Date:  2012-03-26       Impact factor: 3.847

Review 9.  Closed-loop brain-machine-body interfaces for noninvasive rehabilitation of movement disorders.

Authors:  Frédéric D Broccard; Tim Mullen; Yu Mike Chi; David Peterson; John R Iversen; Mike Arnold; Kenneth Kreutz-Delgado; Tzyy-Ping Jung; Scott Makeig; Howard Poizner; Terrence Sejnowski; Gert Cauwenberghs
Journal:  Ann Biomed Eng       Date:  2014-05-15       Impact factor: 3.934

10.  STDP and STDP variations with memristors for spiking neuromorphic learning systems.

Authors:  T Serrano-Gotarredona; T Masquelier; T Prodromakis; G Indiveri; B Linares-Barranco
Journal:  Front Neurosci       Date:  2013-02-18       Impact factor: 4.677

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