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MusiQAl: Music Question-Answering through Audio-Video Fusion

Authors: Christodoulou, Anna-Maria; Glette, Kyrre; Lartillot, Olivier; Jensenius, Alexander Refsum;

MusiQAl: Music Question-Answering through Audio-Video Fusion

Abstract

What are the most relevant questions to ask a machine about a music performance? MusiQAl is a dataset created and annotated by a research team at RITMO for the task of Music Question Answering (MQA). Purpose The purpose of creating MusiQal is to address significant limitations in existing MQA datasets, which often focus only on instrument performance and overlook important qualitative characteristics such as interaction, performance energy, and audience engagement. MusiQAl bridges existing gaps by catering to three performance types: instrument, singing, and dancing. It introduces a new set of questions that capture nuanced aspects of music performance, inspired by music cognition theories and advancements in machine perception of music. Utility Audio-video and question-answer pairs are all available in this repository. Extracted features are also provided, as well as the code for constructing and evaluating the dataset in SOTA models.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average