mlsanityData to 14 Oct 2026

Audio Latent Space Cartography

arXiv 2212.02610 ↗First posted 5 Dec 2022cs.SD cs.LG eess.AScited by 0

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Abstract (arXiv)

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.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 4 of its 5 references that are in the map. First posted on arXiv 5 Dec 2022.

Builds on

4 of 5 references.

References · 4

  1. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,863
  2. 2018UMAP: Uniform Manifold Approximation and Projection for Dimension Reductioncited by 2,898
  3. 2017Neural Audio Synthesis of Musical Notes with WaveNet Autoencoderscited by 225
  4. 2022TimbreCLIP: Connecting Timbre to Text and Imagescited by 5

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