Title
Deep Generative Variational Autoencoding for Replay Spoof Detection in Automatic Speaker Verification
Abstract
•Variational autoencoder (VAE) for replay spoofing attack detection as an alternative backend to GMMs.•A systematic comparison of three alternative class-conditioned VAE variants.•Experimental evaluation on two standard replay spoofing benchmarks, ASVspoof 2017 v2.0 and ASVspoof 2019 PA.•VAE residual (absolute difference of input and its reconstruction) as a data-driven feature representation for replay attack detection.
Year
DOI
Venue
2020
10.1016/j.csl.2020.101092
Computer Speech & Language
Keywords
DocType
Volume
Anti-spoofing,Presentation attack detection,Replay attack,Countermeasures,Deep generative models
Journal
63
ISSN
Citations 
PageRank 
0885-2308
1
0.41
References 
Authors
0
3
Name
Order
Citations
PageRank
Bhusan Chettri122.79
Tomi Kinnunen2132386.67
Emmanouil Benetos355752.48