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MIDI-VAE: Modeling Dynamics and Instrumentation of Music with Applications to Style Transfer
(2018)Proceedings of the 19th International Society for Music Information Retrieval Conference (ISMIR 2018)We introduce MIDI-VAE, a neural network model basedon Variational Autoencoders that is capable of handlingpolyphonic music with multiple instrument tracks, as wellas modeling the dynamics of music by incorporating notedurations and velocities. We show that MIDI-VAE can per-form style transfer on symbolic music by automaticallychanging pitches, dynamics and instruments of a musicpiece from, e.g., a Classical to a ...Conference Paper