Search Results for author: Antoine Caillon

Found 7 papers, 4 papers with code

SingSong: Generating musical accompaniments from singing

no code implementations30 Jan 2023 Chris Donahue, Antoine Caillon, Adam Roberts, Ethan Manilow, Philippe Esling, Andrea Agostinelli, Mauro Verzetti, Ian Simon, Olivier Pietquin, Neil Zeghidour, Jesse Engel

We present SingSong, a system that generates instrumental music to accompany input vocals, potentially offering musicians and non-musicians alike an intuitive new way to create music featuring their own voice.

Audio Generation Retrieval

Streamable Neural Audio Synthesis With Non-Causal Convolutions

no code implementations14 Apr 2022 Antoine Caillon, Philippe Esling

As our method is based on a post-training reconfiguration of the model, we show that it is able to transform models trained without causal constraints into a streaming model.

Audio Generation Audio Synthesis

RAVE: A variational autoencoder for fast and high-quality neural audio synthesis

1 code implementation9 Nov 2021 Antoine Caillon, Philippe Esling

By leveraging a multi-band decomposition of the raw waveform, we show that our model is the first able to generate 48kHz audio signals, while simultaneously running 20 times faster than real-time on a standard laptop CPU.

Audio Synthesis Representation Learning

Timbre latent space: exploration and creative aspects

no code implementations4 Aug 2020 Antoine Caillon, Adrien Bitton, Brice Gatinet, Philippe Esling

Recent studies show the ability of unsupervised models to learn invertible audio representations using Auto-Encoders.

Diet deep generative audio models with structured lottery

1 code implementation31 Jul 2020 Philippe Esling, Ninon Devis, Adrien Bitton, Antoine Caillon, Axel Chemla--Romeu-Santos, Constance Douwes

This hypothesis states that extremely efficient small sub-networks exist in deep models and would provide higher accuracy than larger models if trained in isolation.

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