Sylvain SAIGHI

Professor

Research group : BIOELECTRONICS

Team : 2HC

Tel : 0540003167

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ORCID: 0000-0002-1414-2523

Google Scholar: https://scholar.google.com/citations?user=hij55PkAAAAJ

Linkeding: https://www.linkedin.com/in/sylvain-saighi

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Article (7)

Object Detection With Spiking Neural Networks on Event Videos for Driving Scenarios Author(s): Shengyu Gao, Ying Tao, Amelie Gruel, Sylvain Saighi, Chip-Hong Chang Year of publication: 2026 Journal: IEEE Transactions on Cognitive and Developmental Systems DOI: 10.1109/TCDS.2026.3666360 HAL link: https://hal.science/hal-05786580v1
Line-based event preprocessing: towards low-energy neuromorphic computer vision Author(s): Amélie Gruel, Pierre Lewden, Adrien F Vincent, Sylvain Saïghi Year of publication: 2026 Journal: Neuromorphic Computing and Engineering DOI: 10.1088/2634-4386/ae5128 HAL link: https://hal.science/hal-05618444v1
A ferroelectric–memristor memory for both training and inference Author(s): Michele Martemucci, François Rummens, Yannick Malot, Tifenn Hirtzlin, Olivier Guille, Simon Martin, Catherine Carabasse, Adrien F Vincent, Sylvain Saïghi, Laurent Grenouillet, Damien Querlioz, Elisa Vianello Year of publication: 2025 Journal: Nature Electronics DOI: 10.1038/s41928-025-01454-7 HAL link: https://hal.science/hal-05344827v1
On-the-Fly Learning With Mixed-Mode Spiking Neural Network and Passive Memristive Array: Application to Neuromorphic Cameras Author(s): Pierre Lewden, Adrien F. Vincent, Jean Tomas, Sylvain Saïghi Year of publication: 2023 Journal: IEEE Access DOI: 10.1109/ACCESS.2023.3346429 HAL link: https://hal.science/hal-04886290v1
A High-Level Methodology to Evaluate and Optimize Digital Architectures Targeting Spike Encoding Author(s): Clémence Gillet, Adrien Vincent, Bertrand Le Gal, Sylvain Saïghi Year of publication: 2023 Journal: IEEE Access DOI: 10.1109/ACCESS.2023.3324877 HAL link: https://hal.science/hal-04406432v1
Plasticity in memristive devices for spiking neural networks Author(s): S. Saïghi, C.G. Mayr, T. Serrano-Gotarredona, H. Schmidt, G. Lecerf, J. Tomas, J. Grollier, S. Boyn, A.F. Vincent, D. Querlioz, S. La Barbera, F. Alibart, Dominique Vuillaume, O. Bichler, C. Gamrat, B. Linares-Barranco Year of publication: 2015 Journal: Frontiers in Neuroscience DOI: 10.3389/fnins.2015.00051 HAL link: https://cea.hal.science/cea-01846866v1
Silicon neuron: digital hardware implementation of the quartic model Author(s): Filippo Grassia, Timothée Levi, Sylvain Saighi, Takashi Kohno Year of publication: 2014 Journal: Journal of Artificial Life and Robotics DOI: HAL link: https://hal.science/hal-01227599v1

Book (2)

Embedded Artificial Intelligence: Bridging the Gap Between Hardware and Deep Learning Author(s): François Rivet, Cristell Maneux, Sylvain Saïghi Year of publication: 2026 Journal: DOI: 10.1201/9788770047685 HAL link: https://hal.science/hal-05685242v1
Systèmes électroniques pour la modélisation de neurones biologiques Author(s): Sylvain Saïghi Year of publication: 2011 Journal: DOI: HAL link: https://hal.science/hal-00982113v1

Book sections (3)

Neuromorphic Technologies, Memristors Author(s): Sylvain Saïghi Year of publication: 2022 Journal: DOI: 10.1007/978-1-0716-1006-0_116 HAL link: https://hal.science/hal-05786715v1
Central Pattern Generators (CPG) biomimétiques en temps-réel sur FPGA pour des expérimentations biohybrides Author(s): Matthieu Ambroise, Sébastien Joucla, Blaise Yvert, Sylvain Saighi, Timothée Levi Year of publication: 2017 Journal: DOI: HAL link: https://hal.science/hal-01709423v1
Biomimetic technologies Principles and Applications Author(s): Matthieu Ambroise, Timothée Levi, Sylvain Saighi Year of publication: 2015 Journal: DOI: HAL link: https://hal.science/hal-01227602v1

Patents (1)

Unit having an artificial neuron and a memristor Author(s): Sylvain Saighi, Jean Tomas, Gwendal Lecerf Year of publication: 2019 Journal: DOI: HAL link: https://hal.science/hal-05786691v1

Other publication (1)

MultimodalBirds Author(s): Jonathan Courtois, Jérémy Pinguet, Valentin Meunier, Fahd Chtioui, Aurélie Saulquin, Marina Reyboz, Gilles Sassatelli, Benoît Miramond, Sylvain Saighi, Pierre Boulet, Andrea Castagnetti Year of publication: 2026 Journal: DOI: 10.5281/zenodo.17633386 HAL link: https://hal.science/hal-05540404v1

Thesis (1)

Circuits et systèmes de modélisation analogique de réseaux de neurones biologiques: application au développement d'outils pour les neurosciences computationnelles Author(s): Sylvain Saïghi Year of publication: 2004 Journal: DOI: HAL link: https://theses.hal.science/tel-00326005v1

HDR (1)

SYSTÈMES NEUROMORPHIQUES ANALOGIQUES : CONCEPTION ET USAGES Author(s): Sylvain Saïghi Year of publication: 2011 Journal: DOI: HAL link: https://theses.hal.science/tel-01017791v1

Conference proceedings (31)

An ultra low noise, low offset chopper Operational Amplifier in 180 nm technology Author(s): Clément Dufossée, Jean-Baptiste Begueret, Thierry Taris, Adrien Vincent, Sylvain Saïghi Year of publication: 2025 Journal: DOI: 10.1109/ICECS66544.2025.11270604 HAL link: https://hal.science/hal-05786619v1
Performance Evaluation of Neuromorphic Visual Attention Based on Proto-Objects Author(s): Amélie Gruel, Adrien F Vincent, Hong Chang, Sylvain Saïghi Year of publication: 2025 Journal: DOI: 10.1109/AICAS64808.2025.11173121 HAL link: https://hal.science/hal-05344588v1
Comparison of Hardware-friendly, Audio-to-spikes Cochlear Encoding for Neuromorphic Processing Author(s): Valentin Meunier, Amélie Gruel, Adrien F Vincent, Sylvain Saïghi Year of publication: 2025 Journal: DOI: 10.1109/AICAS64808.2025.11173106 HAL link: https://hal.science/hal-05344616v1
GaitSpike: Event-based Gait Recognition With Spiking Neural Network Author(s): Ying Tao, Chip-Hong Chang, Sylvain Saïghi, Shengyu Gao Year of publication: 2024 Journal: DOI: 10.1109/AICAS59952.2024.10595896 HAL link: https://hal.science/hal-05786632v1
Radio-Frequency Spintronic Neural Networks Author(s): Andrew Ross, Nathan Leroux, Arnaud de Riz, Danijela Marković, Dédalo Sanz-Hernández, Juan Trastoy, Paolo Bortolotti, Damien Querlioz, Leandro Martins, Luana Benetti, Marcel Claro, Pedro Anacleto, Alejandro Schulman, Thierry Taris, Jean-Baptiste Begueret, Sylvain Saïghi, Alex Jenkins, Ricardo Ferreira, Adrien Vincent, Alice Mizrahi, Julie Grollier Year of publication: 2023 Journal: DOI: 10.1109/INTERMAGShortPapers58606.2023.10228503 HAL link: https://hal.science/hal-05786650v1
Design an Ultra-Low Power Event-Based Camera for Autonomous Vehicles Author(s): Sylvain Saïghi, Luce Chiodelli Year of publication: 2019 Journal: DOI: HAL link: https://hal.science/hal-02527335v1
Learning from slow Dynamic Vision Sensor inputs with a hardware memristor-based Spiking Neural Network Author(s): Pierre Lewden, Charly Meyer, Adrien F Vincent, Jean Tomas, Sylvain Saïghi Year of publication: 2019 Journal: DOI: HAL link: https://hal.science/hal-02527452v1
Hardware Spiking Neural Networks: Slow Tasks Resilient Learning with Longer Term-Memory Bits Author(s): Pierre Lewden, Adrien F Vincent, Charly Meyer, Jean Tomas, Shidoush Siami, Sylvain Saïghi Year of publication: 2019 Journal: DOI: 10.1109/BIOCAS.2019.8918992 HAL link: https://hal.science/hal-02487821v1
Neural Network for ultra-low power and real time computation Author(s): Charly Meyer, Pierre Lewden, Adrien F Vincent, Jean Tomas, Sylvain Saïghi Year of publication: 2019 Journal: DOI: HAL link: https://hal.science/hal-02527440v1
Réseaux de neurones artificiels biomimétiques pour de la bio-hybridation Author(s): Farad Khoyratee, Filippo Grassia, Sylvain Saïghi, Timothée Levi Year of publication: 2019 Journal: DOI: HAL link: https://hal.science/hal-02893061v1
Verilog-A model of ferroelectric memristors dedicated to neuromorphic design Author(s): Charly Meyer, André Chanthbouala, Sören Boyn, Jean Tomas, Vincent Garcia, Manuel Bibes, Stéphane Fusil, Julie Grollier, Sylvain Saïghi Year of publication: 2018 Journal: DOI: 10.1109/ICECS.2018.8618054 HAL link: https://hal.science/hal-02527258v1
Low-power spiking neural network with memristive synapses Author(s): Charly Meyer, Sylvain Saïghi, Jean Tomas Year of publication: 2018 Journal: DOI: HAL link: https://hal.science/hal-02527460v1
Real-time digital implementation of HH neural network on FPGA: cortical neuron simulation Author(s): Farad Khoyratee, Sylvain Saïghi, Timothée Levi Year of publication: 2018 Journal: DOI: HAL link: https://hal.science/hal-01709432v1
Implémentation du modèle de Hodgkin-Huxley sur FPGA pour l’étude des maladies neurodégénératives Author(s): Farad Khoyratee, Sylvain Saighi, Timothée Levi Year of publication: 2017 Journal: DOI: HAL link: https://hal.science/hal-01709425v1
FPGA Implementation of the Hodgkin-Huxley Model for Neurological Disease study Author(s): Farad Khoyratee, Timothée Levi, Sylvain Saïghi Year of publication: 2017 Journal: DOI: HAL link: https://hal.science/hal-01709427v1
FPGA Implementation of the Hodgkin-Huxley Model for Neurological Disease study Author(s): Khoyratee Farad, Timothée Levi, Sylvain Saïghi Year of publication: 2016 Journal: DOI: HAL link: https://hal.science/hal-02527541v1
Biorealistic Spiking Neural Network on FPGA Author(s): Matthieu Ambroise, Timothée Levi, Yannick Bornat, Sylvain Saighi Year of publication: 2014 Journal: DOI: 10.1109/CISS.2013.6616689 HAL link: https://hal.science/hal-00956630v1
Biomimetic CPG on FPGA for hybrid experiments Author(s): Matthieu Ambroise, Timothée Levi, Sylvain Saighi Year of publication: 2014 Journal: DOI: HAL link: https://hal.science/hal-01227627v1
Biomimetic neural networks for hybrid experiments Author(s): Timothée Levi, Matthieu Ambroise, Filippo Grassia, Olivia Malot, Sylvain Saighi, Yannick Bornat, Jean Tomas, Sylvie Renaud Year of publication: 2014 Journal: DOI: HAL link: https://hal.science/hal-01227638v1
Silicon neuron: digital hardware implementation of the quartic model Author(s): Filippo Grassia, Timothée Levi, Takashi Kohno, Sylvain Saïghi Year of publication: 2014 Journal: DOI: HAL link: https://hal.science/hal-00956628v1
Leech heartbeat neural network on FPGA Author(s): Matthieu Ambroise, Timothée Levi, Sylvain Saighi Year of publication: 2014 Journal: DOI: HAL link: https://hal.science/hal-01227640v1
Biomimetic CPGs for robotic applications Author(s): Timothée Levi, Matthieu Ambroise, Filippo Grassia, Sylvain Saïghi, Takashi Kohno, H. Kinoshita, T. Fujii Year of publication: 2014 Journal: DOI: HAL link: https://hal.science/hal-00956627v1
Silicon neuron dedicated to memristive spiking neural networks Author(s): Gwendal Lecerf, Jean Tomas, Sören Boyn, Stéphanie Girod, Ashwin Mangalore, Julie Grollier, Sylvain Saïghi Year of publication: 2014 Journal: DOI: 10.1109/ISCAS.2014.6865448 HAL link: https://hal.science/hal-01093162v1
Generation of Locomotor-Like Activity in the Isolated Rat Spinal Cord by Electrical Microstimulations Driven by an Artificial CPG Author(s): Sébastien Joucla, Matthieu Ambroise, Timothée Levi, Thierry Lafon, P. Chauvet, L. Rousseau, Gaelle Bazin Lissorgues, Sylvain Saïghi, Yannick Bornat, Noëlle Lewis, Sylvie Renaud, Blaise Yvert Year of publication: 2013 Journal: DOI: HAL link: https://hal.science/hal-00966012v1
Generation of Locomotor-Like Activity in the Isolated Rat Spinal Cord by Electrical Microstimulations Driven by an Artificial CPG Author(s): Sébastien Joucla, Matthieu Ambroise, Timothée Levi, Thierry Lafon, P. Chauvet, L. Rousseau, Gaelle Bazin Lissorgues, Sylvain Saïghi, Yannick Bornat, Noëlle Lewis, Sylvie Renaud, Blaise Yvert Year of publication: 2013 Journal: DOI: HAL link: https://hal.science/hal-00966014v1
Leech Heartbeat Neural Network on FPGA Author(s): Matthieu Ambroise, Timothée Levi, Sylvain Saïghi Year of publication: 2013 Journal: DOI: HAL link: https://hal.science/hal-00956629v1
Bifurcation analysis in a silicon neuron Author(s): Filippo Grassia, Timothée Levi, Sylvain Saïghi, Takashi Kohno Year of publication: 2013 Journal: DOI: HAL link: https://hal.science/hal-00775856v1
A conductance-based silicon neuron with membrane-voltage dependent temporal dynamics Author(s): Jean Tomas, Sylvain Saïghi, Sylvie Renaud, Jason Silver, Hugh Barnaby Year of publication: 2010 Journal: DOI: 10.1109/NEWCAS.2010.5604001 HAL link: https://hal.science/hal-00982123v1
Parameter estimation of the Hodgkin-Huxley model using metaheuristics: application to neuromimetic analog integrated circuits Author(s): Laure Buhry, Sylvain Saïghi, Audrey Giremus, Eric Grivel, Sylvie Renaud Year of publication: 2008 Journal: DOI: HAL link: https://hal.science/hal-00347187v1
Estimation des paramétres du modéle d'Hodgkin-Huxley par des métaheuristiques Author(s): Laure Buhry, Sylvain Saighi, Audrey Giremus, Eric Grivel, Sylvie Renaud Year of publication: 2008 Journal: DOI: HAL link: https://hal.science/hal-00331588v1
Neuromimetic ICs with analog cores: an alternative for simulating spiking neural networks Author(s): Sylvie Renaud, Jean Tomas, Yannick Bornat, Adel Daouzli, Sylvain Saïghi Year of publication: 2007 Journal: DOI: HAL link: https://hal.science/hal-00161313v1

Invited lectures (17)

Green AI : La nécessité de la soutenabilité énergétique dans l’IA Author(s): Sylvain Saïghi Year of publication: 2020 Journal: DOI: HAL link: https://hal.science/hal-02527517v1
La problématique énergétique de l’IA Author(s): Sylvain Saïghi Year of publication: 2019 Journal: DOI: HAL link: https://hal.science/hal-02530982v1
Green AI : La nécessité de la soutenabilité énergétique dans l’IA Author(s): Sylvain Saïghi, Adrien Vincent Year of publication: 2019 Journal: DOI: HAL link: https://hal.science/hal-02530977v1
Le calcul par réseau de neurones matériels et événementiels : que peut-on en attendre ? Author(s): Sylvain Saïghi Year of publication: 2018 Journal: DOI: HAL link: https://hal.science/hal-02530993v1
Event-based camera for autonomous vehicle Author(s): Sylvain Saïghi Year of publication: 2018 Journal: DOI: HAL link: https://hal.science/hal-02527528v1
Le calcul bio-inspiré, une alternative pour l’IA ? Author(s): Sylvain Saïghi Year of publication: 2018 Journal: DOI: HAL link: https://hal.science/hal-02530986v1
Calcul par réseaux de neurones matériels : quelques résultats inattendus Author(s): Sylvain Saïghi Year of publication: 2018 Journal: DOI: HAL link: https://hal.science/hal-02527536v1
ULPEC Project Author(s): Sylvain Saïghi Year of publication: 2018 Journal: DOI: HAL link: https://hal.science/hal-02527522v1
Introduction aux architectures et calculs neuroinspirés Author(s): Sylvain Saïghi Year of publication: 2017 Journal: DOI: HAL link: https://hal.science/hal-02531001v1
Introduction à l’ingénierie neuromorphique Author(s): Sylvain Saïghi Year of publication: 2017 Journal: DOI: HAL link: https://hal.science/hal-02530987v1
Architectures neuromorphiques memristives Author(s): Sylvain Saïghi Year of publication: 2016 Journal: DOI: HAL link: https://hal.science/hal-02527339v1
Composants memristifs : la panacée pour les systèmes neuromorphiques ? Author(s): Sylvain Saïghi Year of publication: 2016 Journal: DOI: HAL link: https://hal.science/hal-02531004v1
Circuits électroniques neuro-inspirés : vers une consommation énergétique ultra optimisée ? Author(s): Sylvain Saïghi Year of publication: 2016 Journal: DOI: HAL link: https://hal.science/hal-02527349v1
Digital Biomimetic Spiking Neural Network for closed-loop systems Author(s): Timothée Levi, Matthieu Ambroise, Sylvain Saïghi Year of publication: 2016 Journal: DOI: HAL link: https://hal.science/hal-02527547v1
Conception de réseaux de neurons à base de synapses memristives Author(s): Sylvain Saïghi Year of publication: 2016 Journal: DOI: HAL link: https://hal.science/hal-02527540v1
Basics of neuromorphic design: state of the art and challenges Author(s): Sylvain Saïghi Year of publication: 2015 Journal: DOI: HAL link: https://hal.science/hal-02527352v1
Hardware Spiking Neural Networks for Hybrid Technique Author(s): Sylvain Saïghi Year of publication: 2010 Journal: DOI: HAL link: https://hal.science/hal-00982116v1

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