Introduction to Voice Presentation Attack Detection and Recent Advances

January 04, 2019 ยท Declared Dead ยท ๐Ÿ› Handbook of Biometric Anti-Spoofing, 2nd Ed.

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Authors Md Sahidullah, Hector Delgado, Massimiliano Todisco, Tomi Kinnunen, Nicholas Evans, Junichi Yamagishi, Kong-Aik Lee arXiv ID 1901.01085 Category cs.SD: Sound Cross-listed cs.LG, cs.MM, eess.AS Citations 79 Venue Handbook of Biometric Anti-Spoofing, 2nd Ed. Last Checked 5 months ago
Abstract
Over the past few years significant progress has been made in the field of presentation attack detection (PAD) for automatic speaker recognition (ASV). This includes the development of new speech corpora, standard evaluation protocols and advancements in front-end feature extraction and back-end classifiers. The use of standard databases and evaluation protocols has enabled for the first time the meaningful benchmarking of different PAD solutions. This chapter summarises the progress, with a focus on studies completed in the last three years. The article presents a summary of findings and lessons learned from two ASVspoof challenges, the first community-led benchmarking efforts. These show that ASV PAD remains an unsolved problem and that further attention is required to develop generalised PAD solutions which have potential to detect diverse and previously unseen spoofing attacks.
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