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Leveraging Hierarchical Structures for Few-Shot Musical Instrument Recognition

Hierarchical Prototypical Networks

Hugo Flores Garcia, Aldo Aguilar, Ethan Manilow, Bryan Pardo

Source Code

In this work, we exploit hierarchical relationships between instruments in a few-shot learning setup to enable classification of a wider set of musical instruments, given a few examples at inference.

Poster Video

[pdf] H. Flores Garcia, A. Aguilar, E. Manilow and B. Pardo, “Leveraging Hierarchical Structures for FewShot Musical Instrument Recognition”, in Proc. of the 22nd Int. Society for Music Information Retrieval Conf., Online, 2021.