Search Results for author: Benoît Miramond

Found 5 papers, 3 papers with code

Neural information coding for efficient spike-based image denoising

no code implementations15 May 2023 Andrea Castagnetti, Alain Pegatoquet, Benoît Miramond

The neural coding schemes are then evaluated through experiments in terms of denoising performance and computation efficiency for a state-of-the-art deep convolutional neural network.

Computational Efficiency Image Denoising +1

Object Detection with Spiking Neural Networks on Automotive Event Data

1 code implementation9 May 2022 Loïc Cordone, Benoît Miramond, Philippe Thierion

Based on these results, we combined our SNNs with SSD to propose the first spiking neural networks capable of performing object detection on the complex GEN1 Automotive Detection event dataset.

Classification object-detection +1

Learning from Event Cameras with Sparse Spiking Convolutional Neural Networks

1 code implementation26 Apr 2021 Loïc Cordone, Benoît Miramond, Sonia Ferrante

To design more efficient computer vision algorithms, we propose to follow an end-to-end biologically inspired approach using event cameras and spiking neural networks (SNNs).

Design Space Exploration of Hardware Spiking Neurons for Embedded Artificial Intelligence

no code implementations1 Oct 2019 Nassim Abderrahmane, Edgar Lemaire, Benoît Miramond

Moreover, we propose modified versions of the standard Rate Coding technique to make trade-offs with the Time Coding paradigm, which is characterized by the low number of spikes propagating in the network.

Image Classification Object Recognition

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