Search Results for author: Antoine Dupret

Found 3 papers, 0 papers with code

Lattice Quantization

no code implementations29 Sep 2021 Clément Metz, Thibault Allenet, Johannes Christian Thiele, Antoine Dupret, Olivier Bichler

In particular, we achieve ImageNet classification results close to full precision on the popular Resnet-18/50, with only 0. 5% and 5% accuracy drop for the 4-bit weights and 3-bit weights model architectures respectively.

Quantization

SpikeGrad: An ANN-equivalent Computation Model for Implementing Backpropagation with Spikes

no code implementations ICLR 2020 Johannes Christian Thiele, Olivier Bichler, Antoine Dupret

In this work, we analyze how the gradient can be discretized into spike events when training a spiking neural network.

A Spiking Network for Inference of Relations Trained with Neuromorphic Backpropagation

no code implementations11 Mar 2019 Johannes C. Thiele, Olivier Bichler, Antoine Dupret, Sergio Solinas, Giacomo Indiveri

Our architecture is the first spiking neural network architecture with on-chip learning capabilities, which is able to perform relational inference on complex visual stimuli.

Sensor Fusion

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