Synthetic Speech Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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

4 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.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

12 shown of 12 papers with code (29 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.

• SONICS: Synthetic Or Not -- Identifying Counterfeit Songs
  26 Aug 2024 2 repositories listed Syntology ran 8 of 9 samples · 1 unverified · 9 pointer-only (licence)
  Existing research and datasets in fake song detection only focus on singing voice deepfake detection (SVDD), where the vocals are AI-generated but the instrumental music is sourced from real songs.
• ConvNeXt Based Neural Network for Audio Anti-Spoofing
  14 Sep 2022 2 repositories listed
  With the rapid development of speech conversion and speech synthesis algorithms, automatic speaker verification (ASV) systems are vulnerable to spoofing attacks.
• UR Channel-Robust Synthetic Speech Detection System for ASVspoof 2021
  26 Jul 2021 2 repositories listed
  Different from previous ASVspoof challenges, the LA task this year presents codec and transmission channel variability, while the new task DF presents general audio compression.
• Towards End-to-End Synthetic Speech Detection
  11 Jun 2021 2 repositories listed
  The constant Q transform (CQT) has been shown to be one of the most effective speech signal pre-transforms to facilitate synthetic speech detection, followed by either hand-crafted (subband) constant Q cepstral…
• Replay and Synthetic Speech Detection with Res2net Architecture
  28 Oct 2020 2 repositories listed
  This multiple scaling mechanism significantly improves the countermeasure's generalizability to unseen spoofing attacks.
• Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning Models
  17 Jun 2025 1 repository listed
  Recent advancements in speech synthesis technologies have led to increasingly advanced spoofing attacks, posing significant challenges for automatic speaker verification systems.
• ShiftySpeech: A Large-Scale Synthetic Speech Dataset with Distribution Shifts
  8 Feb 2025 1 repository listed
  To enable systematic benchmarking of model performance under distribution shifts, we introduce ShiftySpeech, a large-scale benchmark comprising over 3, 000 hours of synthetic speech across 7 source domains, 6 TTS…
• Temporal-Channel Modeling in Multi-head Self-Attention for Synthetic Speech Detection
  25 Jun 2024 1 repository listed
  Recent synthetic speech detectors leveraging the Transformer model have superior performance compared to the convolutional neural network counterparts.
• SingFake: Singing Voice Deepfake Detection
  14 Sep 2023 1 repository listed Syntology ran 15 of 16 samples · 1 unverified
  These unique properties make singing voice deepfake detection a relevant but significantly different problem from synthetic speech detection.
• The Sound of Silence: Efficiency of First Digit Features in Synthetic Audio Detection
  6 Oct 2022 1 repository listed
  The recent integration of generative neural strategies and audio processing techniques have fostered the widespread of synthetic speech synthesis or transformation algorithms.
• Multi-task learning improves synthetic speech detection
  27 Apr 2022 1 repository listed
  In this paper, by observing that deepening the network impairs the performance of the network in detecting unknown attacks, we propose that the synthetic speech detection problem is an out-of-distribution (OOD)…
• FMFCC-A: A Challenging Mandarin Dataset for Synthetic Speech Detection
  18 Oct 2021 1 repository listed
  As increasing development of text-to-speech (TTS) and voice conversion (VC) technologies, the detection of synthetic speech has been suffered dramatically.

Syntology lines on 2 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.