Please use this identifier to cite or link to this item: https://hdl.handle.net/10953/2194
Title: The music demixing machine: toward real-time remixing of classical music
Authors: Cabañas-Molero, Pablo Antonio
Muñoz-Montoro, Antonio Jesús
Vera-Candeas, Pedro
Ranilla, José
Abstract: Classical music, unlike popular music, is usually recorded live with close microphone techniques. For this reason, isolated tracks are not available to create the final mixture/stream, and so the mixing process requires greater effort. Source separation methods are a potential solution to this problem. However, current algorithms are not fast enough to yield real-time separation in professional setups with dozens of microphones and sources. In this paper, we propose a fast approach consisting of a panning-based multichannel non-negative matrix factorization model to separate classical music. We tested the system on real professional recordings, where we were able to reach real-time with very low latency and promising quality.
Keywords: Classical music
High performance computing
Multichannel NMF
Music source separation
Real time
Issue Date: 6-Apr-2023
metadata.dc.description.sponsorship: Funding for open access publishing: Universidad de Jaén/CBUA. This work was supported in part by the Regional Government of Andalucia under the “Proyectos de I+D+i del Plan Andaluz de Investigacion, Desarrollo e Innovacion (PAIDI 2020)” Framework Programme through grant P18-TPJ-4864, and “Ministerio de Ciencia e Innovacion” of Spain under the projects PID2020-119082RB-C21,C22.
Publisher: Springer
Citation: Cabañas-Molero, P., Muñoz-Montoro, A.J., Vera-Candeas, P. et al. The music demixing machine: toward real-time remixing of classical music. J Supercomput 79, 14342–14357 (2023). https://doi.org/10.1007/s11227-023-05192-5
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