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ZHANG, L. WANG, X. COOPER, E. DIEZ SÁNCHEZ, M. LANDINI, F. EVANS, N. YAMAGISHI, J.
Original Title
Spoof Diarization: "What Spoofed When" in Partially Spoofed Audio
Type
article in a collection out of WoS and Scopus
Language
English
Original Abstract
This paper defines Spoof Diarization as a novel task in the Partial Spoof (PS) scenario. It aims to determine what spoofed when, which includes not only locating spoof regions but also clustering them according to different spoofing methods. As a pioneering study in spoof diarization, we focus on defining the task, establishing evaluation metrics, and proposing a bench- mark model, namely the Countermeasure-Condition Cluster- ing (3C) model. Utilizing this model, we first explore how to effectively train countermeasures to support spoof diariza- tion using three labeling schemes. We then utilize spoof lo- calization predictions to enhance the diarization performance. This first study reveals the high complexity of the task, even in restricted scenarios where only a single speaker per au- dio file and an oracle number of spoofing methods are con- sidered. Our code is available at https://github.com/ nii-yamagishilab/PartialSpoof.
Keywords
partial spoof, spoof diarization, countermeasure, clustering
Authors
ZHANG, L.; WANG, X.; COOPER, E.; DIEZ SÁNCHEZ, M.; LANDINI, F.; EVANS, N.; YAMAGISHI, J.
Released
1. 9. 2024
Publisher
International Speech Communication Association
Location
Kos
ISBN
1990-9772
Periodical
Proceedings of Interspeech
Year of study
2024
Number
9
State
French Republic
Pages from
502
Pages to
506
Pages count
5
URL
https://www.isca-archive.org/interspeech_2024/zhang24j_interspeech.pdf
BibTex
@inproceedings{BUT193676, author="ZHANG, L. and WANG, X. and COOPER, E. and DIEZ SÁNCHEZ, M. and LANDINI, F. and EVANS, N. and YAMAGISHI, J.", title="Spoof Diarization: {"}What Spoofed When{"} in Partially Spoofed Audio", booktitle="Proceedings of Interspeech 2024", year="2024", journal="Proceedings of Interspeech", volume="2024", number="9", pages="502--506", publisher="International Speech Communication Association", address="Kos", doi="10.21437/Interspeech.2024-1365", issn="1990-9772", url="https://www.isca-archive.org/interspeech_2024/zhang24j_interspeech.pdf" }