MusicAE: Encoding songs with Autoencoders to reveal structure

Axel Marmoret (1) , Jérémy E Cohen (1) , Frédéric Bimbot (1)

1 PANAMA - Parcimonie et Nouveaux Algorithmes pour le Signal et la Modélisation Audio

This project aims at autoenconding all bars in a song, and studies the latent representations of every bar to infer its structure. In that sense, every latent space is specialized for a song, and do not aim at generalizing between different songs.

Domaines: Son [cs.SD]; Traitement du signal et de l'image [eess.SP]; Réseau de neurones [cs.NE]; Apprentissage [cs.LG]

Axel Marmoret, Jérémy E Cohen, Frédéric Bimbot. MusicAE: Encoding songs with Autoencoders to reveal structure. 2021, ⟨swh:1:dir:a5df9cf7e88b8893dc205465dbd7ba6595869d0a;origin=https://hal.archives-ouvertes.fr/hal-03406224;visit=swh:1:snp:18fb7d99d56d01720cd104405c78dfe757c06308;anchor=swh:1:rev:fb43c7c06c6483761726c753df0905510487458b;path=/⟩. ⟨hal-03406224⟩