Implementation of a Bio-Inspired Neural Architecture for Autonomous Vehicles on a Multi-FPGA Platform

T Elouaret, S Colomer, F De Melo, N Cuperlier… - Sensors, 2023 - mdpi.com
Autonomous vehicles require efficient self-localisation mechanisms and cameras are the
most common sensors due to their low cost and rich input. However, the computational …

Forming a sparse representation for visual place recognition using a neurorobotic approach

S Colomer, N Cuperlier, G Bresson… - 2021 IEEE …, 2021 - ieeexplore.ieee.org
This paper introduces a novel unsupervised neural network model for visual information
encoding which aims to address the problem of large-scale visual localization. Inspired by …

Multi-Scale Extension in an entorhinal-hippocampal model for cognitive map building

J Wang, R Yan, H Tang - Frontiers in Neurorobotics, 2021 - frontiersin.org
Neuroscience research shows that, by relying on internal spatial representations provided
by the hippocampus and entorhinal cortex, mammals are able to build topological maps of …

LPMP: a bio-inspired model for visual localization in challenging environments

S Colomer, N Cuperlier, G Bresson… - Frontiers in Robotics …, 2022 - frontiersin.org
Autonomous vehicles require precise and reliable self-localization to cope with dynamic
environments. The field of visual place recognition (VPR) aims to solve this challenge by …

Implementation of a distributed bio-inspired neural architecture on FPGA

T Elouaret - 2023 - theses.hal.science
Autonomous vehicles heavily rely on efficient self-localisation mechanisms. Cameras are
the most common kind of sensors to perform this task: they provide a rich input at very low …

Sparse and topological coding for visual localization of autonomous vehicles

S Colomer, N Cuperlier, G Bresson, S Pechberti… - … on Simulation of …, 2022 - Springer
Efficient encoding of visual information is essential to the success of vision-based navigation
tasks in large-scale environments. To do so, we propose in this article the Sparse Max-Pi …

Hierarchical Sparse Dictionaries: how sparsity, topology and pooling can improve visual place recognition

S Colomer, N Cuperlier, G Bresson… - Human-like Behavior and …, 2021 - hal.science
Robotic navigation requires complex algorithms to build an accurate and robust
representation of a spatial environment. These systems must therefore constantly be able to …