Search Results for author: Jean-Luc Schwartz

Found 7 papers, 0 papers with code

Self-supervised speech unit discovery from articulatory and acoustic features using VQ-VAE

no code implementations17 Jun 2022 Marc-Antoine Georges, Jean-Luc Schwartz, Thomas Hueber

The human perception system is often assumed to recruit motor knowledge when processing auditory speech inputs.

Repeat after me: Self-supervised learning of acoustic-to-articulatory mapping by vocal imitation

no code implementations5 Apr 2022 Marc-Antoine Georges, Julien Diard, Laurent Girin, Jean-Luc Schwartz, Thomas Hueber

We propose a computational model of speech production combining a pre-trained neural articulatory synthesizer able to reproduce complex speech stimuli from a limited set of interpretable articulatory parameters, a DNN-based internal forward model predicting the sensory consequences of articulatory commands, and an internal inverse model based on a recurrent neural network recovering articulatory commands from the acoustic speech input.

Self-Supervised Learning

Cannot find the paper you are looking for? You can Submit a new open access paper.