Search Results for author: Emmanouil Karystinaios

Found 4 papers, 3 papers with code

Symbolic Music Representations for Classification Tasks: A Systematic Evaluation

1 code implementation5 Sep 2023 huan zhang, Emmanouil Karystinaios, Simon Dixon, Gerhard Widmer, Carlos Eduardo Cancino-Chacón

Music Information Retrieval (MIR) has seen a recent surge in deep learning-based approaches, which often involve encoding symbolic music (i. e., music represented in terms of discrete note events) in an image-like or language like fashion.

Classification Information Retrieval +3

Roman Numeral Analysis with Graph Neural Networks: Onset-wise Predictions from Note-wise Features

1 code implementation7 Jul 2023 Emmanouil Karystinaios, Gerhard Widmer

Roman Numeral analysis is the important task of identifying chords and their functional context in pieces of tonal music.

Musical Voice Separation as Link Prediction: Modeling a Musical Perception Task as a Multi-Trajectory Tracking Problem

1 code implementation28 Apr 2023 Emmanouil Karystinaios, Francesco Foscarin, Gerhard Widmer

Our approach builds a graph from a musical piece, by creating one node for every note, and separates the melodic trajectories by predicting a link between two notes if they are consecutive in the same voice/stream.

Link Prediction

Cadence Detection in Symbolic Classical Music using Graph Neural Networks

no code implementations31 Aug 2022 Emmanouil Karystinaios, Gerhard Widmer

In this work, we present a graph representation of symbolic scores as an intermediate means to solve the cadence detection task.

Key Detection Node Classification

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