A latent-diffusion drum separator plus per-stem onset detection produces both editable drum stems and competitive kick/snare transcriptions, with training-only onset and timbre branches changing the quality trade-offs.
In terms of physical reconstruction, all MSG-LD variants significantly outperform the LarsNet baseline [11] in mel-spectrogram MSE across all drum classes
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Separate-and-Detect: Unified Drum Transcription and Stem Generation via Latent Diffusion
A latent-diffusion drum separator plus per-stem onset detection produces both editable drum stems and competitive kick/snare transcriptions, with training-only onset and timbre branches changing the quality trade-offs.