The current automatic speaker verification (ASV) task involves making binary decisions on two types of trials: target and nontarget. However, emerging advancements in speech generation technology pose significant threats to the reliability of ASV systems. This study investigates whether ASV effortlessly acquires robustness against spoofing attacks (i.e., zero-shot capability) by systematically exploring diverse ASV systems and spoofing attacks, ranging from traditional to cutting-edge techniques. Through extensive analyses conducted on eight distinct ASV systems and 29 spoofing attack systems, we demonstrate that the evolution of ASV inherently incorporates defense mechanisms against spoofing attacks. Nevertheless, our findings also underscore that the advancement of spoofing attacks far outpaces that of ASV systems, hence necessitating further research on spoofing-robust ASV methodologies.
To what extent can ASV systems naturally defend against spoofing attacks?
INTERSPEECH 2024, 25th Conference of the International Speech Communication Association, 1-5 September 2024, Kos Island, Greece
Type:
Conférence
City:
Kos Island
Date:
2024-09-01
Department:
Sécurité numérique
Eurecom Ref:
7764
Copyright:
© ISCA. Personal use of this material is permitted. The definitive version of this paper was published in INTERSPEECH 2024, 25th Conference of the International Speech Communication Association, 1-5 September 2024, Kos Island, Greece and is available at :
See also:
PERMALINK : https://www.eurecom.fr/publication/7764