Neural Networks for Instrument Classification
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2022-07-12
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en
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Abstract
In this paper we will investigate the use of Neural Networks for automatic
instrument recognition. We reproduce the model described by [5]
and establish that it is sensitive to the playing style of instrument instead
of its timbre. To address this problem, we conduct experiments on small
networks to learn how to extract timbre features from a spectrogram. We
show an ensemble model based on these experiments which shows an 20%
improvement on single instrument accuracy and 34% on multi-instrument
accuracy.
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Faculteit der Sociale Wetenschappen