76 citations · 284 across the 16 of their papers we have counts for
5 papers · 1 filter
Automatic Chord Recognition with Higher-Order Harmonic Language Modelling
Filip Korzeniowski, Gerhard Widmer
Common temporal models for automatic chord recognition model chord changes on a frame-wise basis. Due to this fact, they are unable to capture musical knowledge about chord progres…
Genre-Agnostic Key Classification With Convolutional Neural Networks
Filip Korzeniowski, Gerhard Widmer
We propose modifications to the model structure and training procedure to a recently introduced Convolutional Neural Network for musical key classification. These modifications ena…
Improved Chord Recognition by Combining Duration and Harmonic Language Models
Filip Korzeniowski, Gerhard Widmer
Chord recognition systems typically comprise an acoustic model that predicts chords for each audio frame, and a temporal model that casts these predictions into labelled chord segm…
Evaluating language models of tonal harmony
David R. W. Sears, Filip Korzeniowski, Gerhard Widmer
This study borrows and extends probabilistic language models from natural language processing to discover the syntactic properties of tonal harmony. Language models come in many sh…
A Large-Scale Study of Language Models for Chord Prediction
Filip Korzeniowski, David R. W. Sears, Gerhard Widmer
We conduct a large-scale study of language models for chord prediction. Specifically, we compare N-gram models to various flavours of recurrent neural networks on a comprehensive d…