TY - GEN
T1 - Exploring Approaches to Multi-Task Automatic Synthesizer Programming
AU - Faronbi, Daniel
AU - Roman, Iran
AU - Bello, Juan Pablo
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - Automatic Synthesizer Programming is the task of transforming an audio signal that was generated from a virtual instrument, into the parameters of a sound synthesizer that would generate this signal. In the past, this could only be done for one virtual instrument. In this paper, we expand the current literature by exploring approaches to automatic synthesizer programming for multiple virtual instruments. Two different approaches to multi-task automatic synthesizer programming are presented. We find that the joint-decoder approach performs best. We also evaluate the performance of this model for different timbre instruments and different latent dimension sizes.
AB - Automatic Synthesizer Programming is the task of transforming an audio signal that was generated from a virtual instrument, into the parameters of a sound synthesizer that would generate this signal. In the past, this could only be done for one virtual instrument. In this paper, we expand the current literature by exploring approaches to automatic synthesizer programming for multiple virtual instruments. Two different approaches to multi-task automatic synthesizer programming are presented. We find that the joint-decoder approach performs best. We also evaluate the performance of this model for different timbre instruments and different latent dimension sizes.
KW - Automatic Synthesizer Programming
KW - Synthesizer Sound Matching
KW - VAE
UR - http://www.scopus.com/inward/record.url?scp=85177607907&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85177607907&partnerID=8YFLogxK
U2 - 10.1109/ICASSP49357.2023.10095540
DO - 10.1109/ICASSP49357.2023.10095540
M3 - Conference contribution
AN - SCOPUS:85177607907
T3 - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
BT - ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing, Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 48th IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2023
Y2 - 4 June 2023 through 10 June 2023
ER -