Bernard Girau

According to our database, Bernard Girau authored at least 67 papers between 1994 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Enhanced representation learning with temporal coding in sparsely spiking neural networks.

Adrien Fois, Bernard Girau

Frontiers Comput. Neurosci., September, 2023

Self-Organizing Temporally Coded Representation Learning.

Adrien Fois, Bernard Girau

Proceedings of the Artificial Neural Networks and Machine Learning, 2023

2022

Unsupervised learning of visual representations using delay-weight spike-timing-dependent plasticity.

Adrien Fois, Horacio Rostro-González, Bernard Girau

Proceedings of the International Joint Conference on Neural Networks, 2022

2021

Self-Organizing Machine Architecture.

Bernard Girau, Benoît Miramond, Nicolas P. Rougier, Andres Upegui

ERCIM News, 2021

2020

Fault tolerance of self-organizing maps.

Bernard Girau, César Torres-Huitzil

Neural Comput. Appl., 2020

A Spiking Neural Architecture for Vector Quantization and Clustering.

Adrien Fois, Bernard Girau

Proceedings of the Neural Information Processing - 27th International Conference, 2020

Novelty Detection in Images Using Vector Quantization with Topological Learning.

Yann Bernard, Nicolas Hueber, Bernard Girau

Proceedings of the 27th IEEE International Conference on Electronics, Circuits and Systems, 2020

SCALPsim. a tool for modeling asynchronous Self-Organizing 3-D NoC architectures.

Diego Barrientos, Claudio Sousa, Andres Upegui, Bernard Girau

Proceedings of the 27th IEEE International Conference on Electronics, Circuits and Systems, 2020

A Fast Algorithm to Find Best Matching Units in Self-Organizing Maps.

Yann Bernard, Nicolas Hueber, Bernard Girau

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2020, 2020

2019

Increasing Capacity of Association Memory by Means of Synaptic Clustering.

Viacheslav Osaulenko, Bernard Girau, Oleksandr Makarenko, Patrick Henaff

Neural Process. Lett., 2019

Cellular Self-Organising Maps - CSOM.

Bernard Girau, Andres Upegui

Proceedings of the Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization, 2019

Novelty Detection with Self-Organizing Maps for Autonomous Extraction of Salient Tracking Features.

Yann Bernard, Nicolas Hueber, Bernard Girau

Proceedings of the Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization, 2019

2018

Neuromorphic hardware as a self-organizing computing system.

Lyes Khacef, Bernard Girau, Nicolas P. Rougier, Andres Upegui, Benoît Miramond

CoRR, 2018

A French-Spanish Multimodal Speech Communication Corpus Incorporating Acoustic Data, Facial, Hands and Arms Gestures Information.

Lucas D. Terissi, Gonzalo D. Sad, Mauricio Cerda, Slim Ouni, Rodrigo Galvez, Juan Carlos Gómez, Bernard Girau, Nancy Hitschfeld-Kahler

Proceedings of the 19th Annual Conference of the International Speech Communication Association, 2018

NP-SOM: Network Programmable Self-Organizing Maps.

Yann Bernard, Emeline Buoy, Adrien Fois, Bernard Girau

Proceedings of the IEEE 30th International Conference on Tools with Artificial Intelligence, 2018

Pruning Self-Organizing Maps for Cellular Hardware Architectures.

Andres Upegui, Bernard Girau, Nicolas P. Rougier, Fabien Vannel, Benoît Miramond

Proceedings of the 2018 NASA/ESA Conference on Adaptive Hardware and Systems, 2018

2017

Fault and Error Tolerance in Neural Networks: A Review.

César Torres-Huitzil, Bernard Girau

IEEE Access, 2017

Fault tolerance of self organizing maps.

César Torres-Huitzil, Oleksandr V. Popovych, Bernard Girau

Proceedings of the 12th International Workshop on Self-Organizing Maps and Learning Vector Quantization, 2017

Fault tolerance in neural networks: Neural design and hardware implementation.

César Torres-Huitzil, Bernard Girau

Proceedings of the International Conference on ReConFigurable Computing and FPGAs, 2017

Optimal weight storage improves fault tolerance of SOMs.

Bernard Girau, César Torres-Huitzil

Proceedings of the International Conference on ReConFigurable Computing and FPGAs, 2017

2016

Event based visual attention with dynamic neural field on FPGA.

Benoît Chappet de Vangel, César Torres-Huitzil, Bernard Girau

Proceedings of the 10th International Conference on Distributed Smart Camera, 2016

Randomly Spiking Dynamic Neural Fields Driven by a Shared Random Flow.

Benoît Chappet de Vangel, Bernard Girau

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2016, 2016

2015

Randomly Spiking Dynamic Neural Fields.

Benoit Chappet de Vangel, César Torres-Huitzil, Bernard Girau

ACM J. Emerg. Technol. Comput. Syst., 2015

Perception-driven adaptive CPG-based locomotion for hexapod robots.

Jose Hugo Barron-Zambrano, César Torres-Huitzil, Bernard Girau

Neurocomputing, 2015

Stochastic and asynchronous spiking dynamic neural fields.

Benoit Chappet de Vangel, César Torres-Huitzil, Bernard Girau

Proceedings of the 2015 International Joint Conference on Neural Networks, 2015

2014

A Metric for Evolving 2-D Cellular Automata as Pseudo-Random Number Generators.

Nikolaos Vlassopoulos, Bernard Girau

J. Cell. Autom., 2014

Spiking dynamic neural fields architectures on FPGA.

Benoit Chappet de Vangel, César Torres-Huitzil, Bernard Girau

Proceedings of the 2014 International Conference on ReConFigurable Computing and FPGAs, 2014

2013

A comprehensive system for facial animation of generic 3D head models driven by speech.

Lucas D. Terissi, Mauricio Cerda, Juan Carlos Gómez, Nancy Hitschfeld-Kahler, Bernard Girau

EURASIP J. Audio Speech Music. Process., 2013

Asymmetry in neural fields: a spatiotemporal encoding mechanism.

Mauricio Cerda, Bernard Girau

Biol. Cybern., 2013

SOMMA: Cortically inspired paradigms for multimodal processing.

Mathieu Lefort, Yann Boniface, Bernard Girau

Proceedings of the 2013 International Joint Conference on Neural Networks, 2013

2012

Large-scale Simulations on FPGAs: Finding the Asymptotic Critical Threshold of the Greenberg-Hastings Cellular Automata.

Nikolaos Vlassopoulos, Nazim Fatès, Hugues Berry, Bernard Girau

J. Cell. Autom., 2012

Evolution of 2-Dimensional Cellular Automata as Pseudo-random Number Generators.

Bernard Girau, Nikolaos Vlassopoulos

Proceedings of the Cellular Automata, 2012

2011

Tiled Cellular Automata for Area-efficient Distributed Random Number Generators.

Bernard Girau, Nikolaos Vlassopoulos

Proceedings of the PECCS 2011, 2011

Visual attention using spiking neural maps.

Roberto Antonio Vázquez, Bernard Girau, Jean-Charles Quinton

Proceedings of the 2011 International Joint Conference on Neural Networks, 2011

Predictive neural fields for improved tracking and attentional properties.

Jean-Charles Quinton, Bernard Girau

Proceedings of the 2011 International Joint Conference on Neural Networks, 2011

Animation of generic 3D head models driven by speech.

Lucas D. Terissi, Mauricio Cerda, Juan Carlos Gómez, Nancy Hitschfeld-Kahler, Bernard Girau, Renato Valenzuela

Proceedings of the 2011 IEEE International Conference on Multimedia and Expo, 2011

Unlearning in the BCM Learning Rule for Plastic Self-organization in a Multi-modal Architecture.

Mathieu Lefort, Yann Boniface, Bernard Girau

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2011, 2011

2010

FPGA-based Circuit for Central Pattern Generator in Quadruped Locomotion.

Jose Hugo Barron-Zambrano, César Torres-Huitzil, Bernard Girau

Aust. J. Intell. Inf. Process. Syst., 2010

An FPGA design for the stochastic Greenberg-Hastings cellular automata.

Nikolaos Vlassopoulos, Nazim Fatès, Hugues Berry, Bernard Girau

Proceedings of the 2010 International Conference on High Performance Computing & Simulation, 2010

Hardware Implementation of a CPG-Based Locomotion Control for Quadruped Robots.

Jose Hugo Barron-Zambrano, César Torres-Huitzil, Bernard Girau

Proceedings of the Artificial Neural Networks, 2010

2009

Reaction Diffusion and Chemotaxis for Decentralized Gathering on FPGAs.

Bernard Girau, César Torres-Huitzil, Nikolaos Vlassopoulos, Jose Hugo Barron-Zambrano

Int. J. Reconfigurable Comput., 2009

Hardware implementation of Spiking Neural Network classifiers based on backpropagation-based learning algorithms.

Marco Aurelio Nuño-Maganda, Miguel O. Arias-Estrada, César Torres-Huitzil, Bernard Girau

Proceedings of the International Joint Conference on Neural Networks, 2009

Bio-inspired Speed Detection and Discrimination.

Mauricio Cerda, Lucas D. Terissi, Bernard Girau

Proceedings of the Bioinspired Models of Network, Information, and Computing Systems, 2009

2008

Embedded Harmonic Control for Trajectory Planning in Large Environments.

César Torres-Huitzil, Bernard Girau, Amine M. Boumaza, Bruno Scherrer

Proceedings of the ReConFig'08: 2008 International Conference on Reconfigurable Computing and FPGAs, 2008

Fast Implementation of a Bio-inspired Model for Decentralized Gathering.

Bernard Girau, César Torres-Huitzil

Proceedings of the ReConFig'08: 2008 International Conference on Reconfigurable Computing and FPGAs, 2008

Biologically-Inspired Digital Architecture for a Cortical Model of Orientation Selectivity.

César Torres-Huitzil, Bernard Girau, Miguel O. Arias-Estrada

Proceedings of the Artificial Neural Networks, 2008

Implementation of Central Pattern Generator in an FPGA-Based Embedded System.

César Torres-Huitzil, Bernard Girau

Proceedings of the Artificial Neural Networks, 2008

A neural model with feedback for robust disambiguation of motion.

Mauricio Cerda, Bernard Girau

Proceedings of the 16th European Symposium on Artificial Neural Networks, 2008

2007

Massively distributed digital implementation of an integrate-and-fire LEGION network for visual scene segmentation.

Bernard Girau, César Torres-Huitzil

Neurocomputing, 2007

Hardware/Software Codesign for Embedded Implementation of Neural Networks.

César Torres-Huitzil, Bernard Girau, Adrien Gauffriau

Proceedings of the Reconfigurable Computing: Architectures, 2007

Embedded harmonic control for dynamic trajectory planning on FPGA.

Bernard Girau, Amine M. Boumaza

Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, 2007

Du parallélisme connexionniste à une pratique de calcul distribué numérique bio-inspiré.

Bernard Girau

, 2007

2006

FPGA implementation of an integrate-and-fire LEGION model for image segmentation.

Bernard Girau, César Torres-Huitzil

Proceedings of the 14th European Symposium on Artificial Neural Networks, 2006

FPGA-Targeted Neural Architecture for Embedded Alertness Detection.

Bernard Girau, Khaled Ben Khalifa

Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, 2006

2005

On-chip visual perception of motion: A bio-inspired connectionist model on FPGA.

César Torres-Huitzil, Bernard Girau, Claudio Castellanos Sánchez

Neural Networks, 2005

FPGA Implementation of an Excitatory and Inhibitory Connectionist Model for Motion Perception.

César Torres-Huitzil, Bernard Girau

Proceedings of the 2005 IEEE International Conference on Field-Programmable Technology, 2005

Dynamic Pursuit with a Bio-inspired Neural Model.

Claudio Castellanos Sánchez, Bernard Girau

Proceedings of the Advanced Concepts for Intelligent Vision Systems, 2005

2000

Conciliating Connectionism and Parallel Digital Hardware.

Bernard Girau

Parallel Distributed Comput. Pract., 2000

FPNA: Interaction Between FPGA and Neural Computation.

Bernard Girau

Int. J. Neural Syst., 2000

Digital Hardware Implementation of 2D Compatible Neural Networks.

Bernard Girau

Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000

Building a 2D-Compatible Multilayer Neural Network.

Bernard Girau

Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000

Simplified neural architectures for symmetric boolean functions.

Bernard Girau

Proceedings of the 8th European Symposium on Artificial Neural Networks, 2000

1998

Field Programmable Processor Arrays.

Pascal Nussbaum, Bernard Girau, Arnaud Tisserand

Proceedings of the Evolvable Systems: From Biology to Hardware, 1998

1995

Load sharing in the training set partition algorithm for parallel neural learning.

Bernard Girau, Hélène Paugam-Moisy

Proceedings of IPPS '95, 1995

Generic Back-Propagation in Arbitrary FeedForward Neural Networks.

Cédric Gégout, Bernard Girau, Fabrice Rossi

Proceedings of the Artificial Neural Nets and Genetic Algorithms, 1995

Mapping Neural Network Back-Propagation onto Parallel Computers with Computation/Communication Overlapping.

Bernard Girau

Proceedings of the Euro-Par '95 Parallel Processing, 1995

1994

NSK, an Object-Oriented Simulator Kernel for Arbitrary Feedforward Neural Networks.

Cédric Gégout, Bernard Girau, Fabrice Rossi

Proceedings of the Sixth International Conference on Tools with Artificial Intelligence, 1994