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Latent Space Oddity: Exploring Latent Spaces to Design Guitar Timbres
Published 29 Oct 2020 in cs.SD, cs.LG, and eess.AS | (2010.15989v2)
Abstract: We introduce a novel convolutional network architecture with an interpretable latent space for modeling guitar amplifiers. Leveraging domain knowledge of popular amplifiers spanning a range of styles, the proposed system intuitively combines or subtracts characteristics of different amplifiers, allowing musicians to design entirely new guitar timbres.
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