Voice Anti-spoofing

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 3 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

6 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

15 shown of 15 papers with code (23 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure Systems
  3 Apr 2021 3 repositories listed Syntology ran 7 of 18 samples · 11 unverified
  Spoofing countermeasure (CM) systems are critical in speaker verification; they aim to discern spoofing attacks from bona fide speech trials.
• One-class learning towards generalized voice spoofing detection
  27 Oct 2020 3 repositories listed Syntology ran 0 of 10 samples · 10 unverified
  Human voices can be used to authenticate the identity of the speaker, but the automatic speaker verification (ASV) systems are vulnerable to voice spoofing attacks, such as impersonation, replay, text-to-speech, and…
• Speech Foundation Model Ensembles for the Controlled Singing Voice Deepfake Detection (CtrSVDD) Challenge 2024
  3 Sep 2024 2 repositories listed Syntology ran 3 of 4 samples · 1 unverified · 4 pointer-only (licence)
  This work details our approach to achieving a leading system with a 1.
• SAMO: Speaker Attractor Multi-Center One-Class Learning for Voice Anti-Spoofing
  4 Nov 2022 2 repositories listed
  Our previous research on one-class learning has improved the generalization ability to unseen attacks by compacting the bona fide speech in the embedding space.
• RawBoost: A Raw Data Boosting and Augmentation Method applied to Automatic Speaker Verification Anti-Spoofing
  8 Nov 2021 2 repositories listed Syntology ran 3 of 10 samples · 7 unverified
  This paper introduces RawBoost, a data boosting and augmentation method for the design of more reliable spoofing detection solutions which operate directly upon raw waveform inputs.
• AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention Networks
  4 Oct 2021 2 repositories listed Syntology ran 11 of 12 samples · 1 unverified
  Artefacts that differentiate spoofed from bona-fide utterances can reside in spectral or temporal domains.
• ReMASC: Realistic Replay Attack Corpus for Voice Controlled Systems
  6 Apr 2019 2 repositories listed
  This paper introduces a new database of voice recordings with the goal of supporting research on vulnerabilities and protection of voice-controlled systems (VCSs).
• ASVspoof2019 vs. ASVspoof5: Assessment and Comparison
  21 May 2025 1 repository listed
  ASVspoof challenges are designed to advance the understanding of spoofing speech attacks and encourage the development of robust countermeasure systems.
• Exploring Green AI for Audio Deepfake Detection
  21 Mar 2024 1 repository listed
  In contrast to existing methods that fine-tune SSL models and employ additional deep neural networks for downstream tasks, we exploit classical machine learning algorithms such as logistic regression and shallow neural…
• LRPD: Large Replay Parallel Dataset
  29 Sep 2023 1 repository listed
  The latest research in the field of voice anti-spoofing (VAS) shows that deep neural networks (DNN) outperform classic approaches like GMM in the task of presentation attack detection.
• Cross-modal information fusion for voice spoofing detection
  1 Feb 2023 1 repository listed
  Researchers have proposed many methods to defend against these attacks, but in the existing methods, researchers just focus on speech features.
• FastAudio: A Learnable Audio Front-End for Spoof Speech Detection
  6 Sep 2021 1 repository listed
  The FastAudio front-end achieves a relative improvement of 27% when compared with fixed front-ends, outperforming all other learnable front-ends on this task.
• Efficient Attention Branch Network with Combined Loss Function for Automatic Speaker Verification Spoof Detection
  5 Sep 2021 1 repository listed
  Many endeavors have sought to develop countermeasure techniques as enhancements on Automatic Speaker Verification (ASV) systems, in order to make them more robust against spoof attacks.
• Visualizing Classifier Adjacency Relations: A Case Study in Speaker Verification and Voice Anti-Spoofing
  11 Jun 2021 1 repository listed
  Whether it be for results summarization, or the analysis of classifier fusion, some means to compare different classifiers can often provide illuminating insight into their behaviour, (dis)similarity or complementarity.
• Spoof detection using time-delay shallow neural network and feature switching
  16 Apr 2019 1 repository listed
  When combined with the decision-level feature switching (DLFS) paradigm, the best TD-SNN system outperforms the best baseline GMM system on evaluation data with a relative improvement of 48.

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.