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Embedded Bio-inspired Artificial Intelligence and Neural Networks

eBrain

Context

Objectives

Challenges

Current projects

End-to-end training, quantization and deployment framework for deep neural networks on embedded devices.

SPiking Low-power Event-based ArchiTecture

Development and prototyping microcontroller-based board for education.

Bird song recognition on low-power edge device.

Integrating embedded neural networks and
self-mixing interferometry for smart sensors design

Near-physics emerging models for embedded AI

Past projects

Edge ai for Low-power Machine intelligence

DeepSee

2020-2024

Keywords: Spiking neural networks, Event-based AI, Embedded Automotive Applications

Partners: LEAT, I3S, Cerco, Renault, Prophesse

deep Spiking Neural Networks for efficient image denoising

Embedded artificial intelligence for human activity recognition on smart glasses

Smart Robot

2016-2019

Keywords: Mobile robotics, reinforcement learning, QoS, energy management, self-adaptive systems

Partners: CEA List

Smart Wireless Sensor Network

2017-2021

Keywords: WSN, autonomous sensors, unsupervised learning, power consumption, wireless communications

Partners: Univ. Tallinn

CIAR

2018-2021

Keywords: Spiking neural networks, System-on-Chip, neuromorphic architecture, unsupervised learning, spatial applications

Partners: Thales Aliena Space, Thales R&T

Event-based processing

2019-2022

Keywords: Spiking neural networks, event-based processing, autonomous driving, active vision

Partners: Renault, Prophesee

SOMA

2018-2021

Keywords: self-organization, unsupervised learning, multimodal association, brain plasticity, distributed computing

Partners: LORIA, INRIA, Institute of Neurodegenerative diseases, HESSO (Geneva)

ARTEFACT

2018-2021

Keywords: sensory substitution, extended mind, connected glasses, spiking neural networks, artificial/biologic hybridation, synchronous modeling, Neurosciences

Partners: I3S, LJAD, GREDEG, LAPCOS, Ellcie-Healthy, Actility