4 papers
PEACE: Joint Embeddings of DSP Effects Code and Audio
David Braun, Adam Finkelstein
This paper introduces PEACE, the first joint embedding of audio effect code and output audio. Building on SLAP's multimodal objective, we pair an AFx-Rep audio encoder with two cod…
Retrieving Individual Stems from Music Mixtures with Slot Embeddings
David Braun, Junyi Fan, Pranay Manocha +2
Music producers search libraries of isolated instrument recordings, called stems, for sounds resembling parts of an existing song. Neural retrieval systems address this by mapping…
FM Synthesizer Audio-Parameter Shared Embeddings
David Braun, Adam Finkelstein
Given a target sound, finding the synthesizer preset that best reproduces it remains a core problem in sound design. Existing methods treat synthesis parameters as flat vectors, di…
CORN: Co-Trained Full- And No-Reference Speech Quality Assessment
Pranay Manocha, Donald Williamson, Adam Finkelstein
Perceptual evaluation constitutes a crucial aspect of various audio-processing tasks. Full reference (FR) or similarity-based metrics rely on high-quality reference recordings, to…