Perception, Representations, Image, Sound, Music Marseille, France, October 14–18, 2019

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Perception, Representations, Image, Sound, Music - This paper deals with the deep learning revolution in Music Information Research (MIR), i.e. the...

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Abstract. This paper deals with the deep learning revolution in Music Information Research (MIR), i.e. the switch from knowledge-driven hand-crafted systems to data-driven deep-learning systems. To discuss the pro and cons of this revolution, we first review the basic elements of deep learning and explain how those can be used for audio feature learning or for solving difficult MIR tasks. We then discuss the case of hand-crafted...

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