Audio Latent Space Cartography
Nicolas Jonason, Bob L.T. Sturm
TL;DR
This paper presents a method for visualizing audio latent spaces through an audio-to-image pipeline, enhancing interpretability and demonstrating results on the NSynth dataset with an accessible web demo.
Contribution
It introduces a novel approach to visualize audio latent spaces using image generation, aiding understanding of audio representations.
Findings
Effective visualizations of audio latent spaces created
Demonstrated on NSynth dataset with promising results
Web demo available for interactive exploration
Abstract
We explore the generation of visualisations of audio latent spaces using an audio-to-image generation pipeline. We believe this can help with the interpretability of audio latent spaces. We demonstrate a variety of results on the NSynth dataset. A web demo is available.
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Taxonomy
TopicsMusic and Audio Processing · Music Technology and Sound Studies · Speech and Audio Processing