An Independent Component Analysis Approach to Automatic Music Transcription

Abstract

We used Independent Component Analysis (ICA) with sparse coding to analyze music spectral sequences. We modelled an audio spectrum as an approximate mixture of the spectra of individual notes, using our ICA approach to “unmix” this to find the individual notes and note spectra. Notes are assumed to be approximately independent, and sparse (mostly off… (More)

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