Title | ||
---|---|---|
Deep Generative Variational Autoencoding for Replay Spoof Detection in Automatic Speaker Verification |
Abstract | ||
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•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 Chettri | 1 | 2 | 2.79 |
Tomi Kinnunen | 2 | 1323 | 86.67 |
Emmanouil Benetos | 3 | 557 | 52.48 |