Generative timbre spaces: regularizing variational auto-encoders with perceptual metrics

Conference 2018 Philippe EslingAxel Chemla--Romeu-SantosAdrien Bitton

Timbre spaces have been used in music perception to study the perceptual relationships between instruments based on dissimilarity ratings. However, these spaces do not generalize to novel examples and do not provide an invertible mapping, preventing audio synthesis... (read more)

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