mlsanityData to 7 Oct 2026

The Vicomtech Audio Deepfake Detection System based on Wav2Vec2 for the 2022 ADD Challenge

arXiv 2203.01573 ↗First posted 3 Mar 2022eess.AS cs.SDcited by 33

Not on the map. Why?

Abstract (arXiv)

This paper describes our submitted systems to the 2022 ADD challenge withing the tracks 1 and 2. Our approach is based on the combination of a pre-trained wav2vec2 feature extractor and a downstream classifier to detect spoofed audio. This method exploits the contextualized speech representations at the different transformer layers to fully capture discriminative information. Furthermore, the classification model is adapted to the application scenario using different data augmentation techniques. We evaluate our system for audio synthesis detection in both the ASVspoof 2021 and the 2022 ADD challenges, showing its robustness and good performance in realistic challenging environments such as telephonic and audio codec systems, noisy audio, and partial deepfakes.

Key facts. Cited by 33 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Mar 2022.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 1; 2023: 5; 2024: 15; 2025: 5; 2026: 7.

33 papers.

Sort:

By area:

  1. 2024The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audiocited by 31
  2. 2024Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0cited by 20
  3. 2024Attentive Merging of Hidden Embeddings from Pre-trained Speech Model for Anti-spoofing Detectioncited by 17
  4. 2025Nes2Net: A Lightweight Nested Architecture for Foundation Model Driven Speech Anti-spoofingcited by 17
  5. 2023What to Remember: Self-Adaptive Continual Learning for Audio Deepfake Detectioncited by 15
  6. 2023FSD: An Initial Chinese Dataset for Fake Song Detectioncited by 12
  7. 2023Do You Remember? Overcoming Catastrophic Forgetting for Fake Audio Detectioncited by 11
  8. 2024Cross-Domain Audio Deepfake Detection: Dataset and Analysiscited by 11
  9. 2022Fully Automated End-to-End Fake Audio Detectioncited by 10
  10. 2023Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systemscited by 10
  11. 2024How Do Neural Spoofing Countermeasures Detect Partially Spoofed Audio?cited by 10
  12. 2024Deepfake Media Generation and Detection in the Generative AI Era: A Survey and Outlookcited by 10
21 more
  1. 2023Low-rank Adaptation Method for Wav2vec2-based Fake Audio Detectioncited by 8
  2. 2024SLIM: Style-Linguistics Mismatch Model for Generalized Audio Deepfake Detectioncited by 8
  3. 2024Speech Foundation Model Ensembles for the Controlled Singing Voice Deepfake Detection (CtrSVDD) Challenge 2024cited by 7
  4. 2024Retrieval-Augmented Audio Deepfake Detectioncited by 6
  5. 2024Codecfake: An Initial Dataset for Detecting LLM-based Deepfake Audiocited by 5
  6. 2024Easy, Interpretable, Effective: openSMILE for voice deepfake detectioncited by 5
  7. 2024VoiceWukong: Benchmarking Deepfake Voice Detectioncited by 5
  8. 2024Learn from Real: Reality Defender's Submission to ASVspoof5 Challengecited by 5
  9. 2026Towards Explicit Acoustic Evidence Perception in Audio LLMs for Speech Deepfake Detectioncited by 5
  10. 2024SZU-AFS Antispoofing System for the ASVspoof 5 Challengecited by 4
  11. 2025What Does an Audio Deepfake Detector Focus on? A Study in the Time Domaincited by 4
  12. 2024Spoof Diarization: "What Spoofed When" in Partially Spoofed Audiocited by 3
  13. 2025Multi-level SSL Feature Gating for Audio Deepfake Detectioncited by 3
  14. 2025IndieFake Dataset: A Benchmark Dataset for Audio Deepfake Detectioncited by 1
  15. 2025Investigating self-supervised representations for audio-visual deepfake detectioncited by 1
  16. 2026Unifying Speech Editing Detection and Content Localization via Prior-Enhanced Audio LLMscited by 1
  17. 2026Split and Conquer Partial Deepfake Speechcited by 0
  18. 2026ICLAD: In-Context Learning with Comparison-Guidance for Audio Deepfake Detectioncited by 0
  19. 2026Dual-Granularity Orthogonal Disentanglement for Generalizable Audio Deepfake Detectioncited by 0
  20. 2026Supervised Post-training of Speech Foundation Models for Robust Adaptation in Speech Deepfake Detectioncited by 0
  21. 2026GLAD: Global-Local Adaptive Detector for Robust Speech Deepfake Detectioncited by 0