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Real-Time Drum Accompaniment Using Transformer Architecture

Authors: Haki, Behzad; Nieto, Marina; Pelinski, Teresa; Jordà Puig, Sergi;

Real-Time Drum Accompaniment Using Transformer Architecture

Abstract

This paper presents a real-time drum generation system capable of accompanying a human instrumentalist. The drum generation model is a transformer encoder trained to predict a short drum pattern given a reduced rhythmic representation. We demonstrate that with certain design considerations, the short drum pattern generator can be used as a real-time accompaniment in musical sessions lasting much longer than the duration of the training samples. A discussion on the potentials, limitations and possible future continuations of this work is provided.

Comunicació presentada a AIMC 2022, celebrada del 13 al 15 de setembre de 2022 en línia.

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