Rebetiko Singer Identification: Fine-tuning and explaining deep pretrained transformer models

Author:

Kaliakatsos-Papakostas Maximos1ORCID,Zacharakis Asteris2ORCID,Velenis Konstantinos3ORCID,Cambouropoulos Emilios4ORCID

Affiliation:

1. Department of Music Technology and Acoustics, Hellenic Mediterranean University, GR

2. School of Music Studies, Aristotle University of Thessaloniki, Greece

3. School of Music Studies, Aristotle University of Thessaloniki, GR

4. School of Music Studies, School of Music Studies, Aristotle University of Thessaloniki, Greece, Greece

Funder

European Regional Development Fund of the European Union and Greek national funds

Publisher

ACM

Reference28 articles.

1. [n. d.]. Praat: doing phonetics by computer. ([n. d.]). [Computer program]. Version 6.3.10, retrieved 20 June 2023 from https://www.praat.org.

2. Alejandro Barredo Arrieta, Natalia Díaz-Rodríguez, Javier Del Ser, Adrien Bennetot, Siham Tabik, Alberto Barbado, Salvador García, Sergio Gil-López, Daniel Molina, Richard Benjamins, 2020. Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI. Information fusion 58 (2020), 82–115.

3. Alexei Baevski, Yuhao Zhou, Abdelrahman Mohamed, and Michael Auli. 2020. wav2vec 2.0: A framework for self-supervised learning of speech representations. Advances in neural information processing systems 33 (2020), 12449–12460.

4. Distilhubert: Speech Representation Learning by Layer-Wise Distillation of Hidden-Unit Bert

5. Alexandre Défossez. 2021. Hybrid spectrogram and waveform source separation. In Proceedings of the ISMIR 2021 Workshop on Music Source Separation.

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