Speech is Silver, Silence is Golden: What do ASVspoof-trained Models Really Learn?

23 June 2021

Papers citing "Speech is Silver, Silence is Golden: What do ASVspoof-trained Models Really Learn?"

40 / 40 papers shown

Title
Less is More for Synthetic Speech Detection in the Wild Ashi Garg Zexin Cai Henry Li Xinyuan Leibny Paola García-Perera Kevin Duh Sanjeev Khudanpur Matthew Wiesner Nicholas Andrews 74 0 0 17 Feb 2025
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Dragos-Alexandru Boldisor Stefan Smeu Dan Oneaţă Elisabeta Oneata 98 1 0 29 Nov 2024
A Comprehensive Survey with Critical Analysis for Deepfake Speech Detection Lam Pham Phat Lam Dat Tran Hieu Tang Tin Nguyen Alexander Schindler Canh Vu Alexander Polonsky Canh Vu 51 3 0 23 Sep 2024
Audio Codec Augmentation for Robust Collaborative Watermarking of Speech Synthesis Lauri Juvela Xin Eric Wang 28 2 0 20 Sep 2024
Easy, Interpretable, Effective: openSMILE for voice deepfake detection Octavian Pascu Dan Oneaţă H. Cucu Nicolas M. Muller 40 1 0 28 Aug 2024
ASASVIcomtech: The Vicomtech-UGR Speech Deepfake Detection and SASV Systems for the ASVspoof5 Challenge Juan M. Martín-Donas Eros Roselló A. Gómez Aitor Álvarez Iván López-Espejo Antonio M. Peinado 35 0 0 19 Aug 2024
SLIM: Style-Linguistics Mismatch Model for Generalized Audio Deepfake Detection Yi Zhu Surya Koppisetti Trang Tran Gaurav Bharaj 49 9 0 26 Jul 2024
Beyond Silence: Bias Analysis through Loss and Asymmetric Approach in Audio Anti-Spoofing Hye-jin Shim Md. Sahidullah Jee-weon Jung Shinji Watanabe Tomi Kinnunen 37 2 0 25 Jun 2024
Harder or Different? Understanding Generalization of Audio Deepfake Detection Nicolas M. Muller Nicholas W. D. Evans Hemlata Tak Philip Sperl Konstantin Böttinger 27 3 0 05 Jun 2024
How Do Neural Spoofing Countermeasures Detect Partially Spoofed Audio? Tianchi Liu Lin Zhang Rohan Kumar Das Yi Ma Ruijie Tao Haizhou Li 36 7 0 04 Jun 2024
Every Breath You Don't Take: Deepfake Speech Detection Using Breath Seth Layton Thiago De Andrade Daniel Olszewski Kevin Warren Kevin R. B. Butler Patrick Traynor 23 4 0 23 Apr 2024
Audio Anti-Spoofing Detection: A Survey Menglu Li Yasaman Ahmadiadli Xiao-Ping Zhang 46 17 0 22 Apr 2024
Compression Robust Synthetic Speech Detection Using Patched Spectrogram Transformer Amit Kumar Singh Yadav Ziyue Xiang Kratika Bhagtani Paolo Bestagini Stefano Tubaro Edward J. Delp ViT 49 2 0 22 Feb 2024
Listening Between the Lines: Synthetic Speech Detection Disregarding Verbal Content Davide Salvi Temesgen Semu Balcha Paolo Bestagini Stefano Tubaro 44 6 0 08 Feb 2024
MLAAD: The Multi-Language Audio Anti-Spoofing Dataset Nicolas M. Muller Piotr Kawa Wei Herng Choong Edresson Casanova Eren Golge Thorsten Muller P. Syga Philip Sperl Konstantin Böttinger 37 35 0 17 Jan 2024
Protecting Publicly Available Data With Machine Learning Shortcuts Nicolas M. Muller Maximilian Burgert Pascal Debus Jennifer Williams Philip Sperl Konstantin Böttinger 10 0 0 30 Oct 2023
Dual-Branch Knowledge Distillation for Noise-Robust Synthetic Speech Detection Cunhang Fan Mingming Ding Jianhua Tao Ruibo Fu Jiangyan Yi Zhengqi Wen Zhao Lv 37 4 0 13 Oct 2023
Synthetic Speech Detection Based on Temporal Consistency and Distribution of Speaker Features Yuxiang Zhang Zhuo Li Jingze Lu Zonghan Li Pengyuan Zhang 26 0 0 29 Sep 2023
Collaborative Watermarking for Adversarial Speech Synthesis Lauri Juvela Xin Wang 34 12 0 26 Sep 2023
The Impact of Silence on Speech Anti-Spoofing Yuxiang Zhang Zhuo Li Jingze Lu Hua Hua Wenchao Wang Pengyuan Zhang 32 19 0 21 Sep 2023
Can large-scale vocoded spoofed data improve speech spoofing countermeasure with a self-supervised front end? Xin Wang Junichi Yamagishi SyDa 50 23 0 12 Sep 2023
Towards generalisable and calibrated synthetic speech detection with self-supervised representations Octavian Pascu Adriana Stan Dan Oneaţă Elisabeta Oneata H. Cucu SSL 28 5 0 11 Sep 2023
Complex-valued neural networks for voice anti-spoofing Nicolas M. Muller Philip Sperl Konstantin Böttinger 25 14 0 22 Aug 2023
How to Construct Perfect and Worse-than-Coin-Flip Spoofing Countermeasures: A Word of Warning on Shortcut Learning Hye-jin Shim Rosa González Hautamäki Md. Sahidullah Tomi Kinnunen AAML 19 5 0 31 May 2023
Spoofing Attacker Also Benefits from Self-Supervised Pretrained Model Aoi Ito Shota Horiguchi SSL 19 2 0 24 May 2023
DSVAE: Interpretable Disentangled Representation for Synthetic Speech Detection Amit Kumar Singh Yadav Kratika Bhagtani Ziyue Xiang Paolo Bestagini Stefano Tubaro Edward J. Delp DRL 31 6 0 06 Apr 2023
Shortcut Detection with Variational Autoencoders Nicolas M. Muller Simon Roschmann Shahbaz Khan Philip Sperl Konstantin Böttinger AAML DRL 29 1 0 08 Feb 2023
Localized Shortcut Removal Nicolas M. Muller Jochen Jacobs Jennifer Williams Konstantin Böttinger 23 0 0 24 Nov 2022
Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders Xin Wang Junichi Yamagishi 18 36 0 19 Oct 2022
The Sound of Silence: Efficiency of First Digit Features in Synthetic Audio Detection Daniele Mari Federica Latora Simone Milani 11 11 0 06 Oct 2022
ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wild Xuechen Liu Xin Wang Md. Sahidullah J. Patino Héctor Delgado ... Massimiliano Todisco Junichi Yamagishi Nicholas W. D. Evans A. Nautsch Kong Aik Lee 32 173 0 05 Oct 2022
Detecting Synthetic Speech Manipulation in Real Audio Recordings M. Rahman M. Graciarena Diego Castán Chris Cobo-Kroenke Mitchell McLaren A. Lawson AAML 25 9 0 15 Sep 2022
The DKU-OPPO System for the 2022 Spoofing-Aware Speaker Verification Challenge Xingming Wang Xiaoyi Qin Yikang Wang Yunfei Xu Ming Li 60 14 0 15 Jul 2022
A Comparative Study of Fusion Methods for SASV Challenge 2022 Petr Grinberg V. Shikhov AAML 24 2 0 31 Mar 2022
Does Audio Deepfake Detection Generalize? Nicolas M. Muller Pavel Czempin Franziska Dieckmann Adam Froghyar Konstantin Böttinger 37 138 0 30 Mar 2022
Attacker Attribution of Audio Deepfakes Nicolas M. Muller Franziska Dieckmann Jennifer Williams 17 12 0 28 Mar 2022
Explainable deepfake and spoofing detection: an attack analysis using SHapley Additive exPlanations W. Ge Massimiliano Todisco Nicholas W. D. Evans AAML 29 8 0 28 Feb 2022
Optimizing Tandem Speaker Verification and Anti-Spoofing Systems Anssi Kanervisto Ville Hautamaki Tomi Kinnunen Junichi Yamagishi 11 15 0 24 Jan 2022
Human Perception of Audio Deepfakes Nicolas M. Muller Karla Markert Konstantin Böttinger 22 49 0 20 Jul 2021
Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis Ye Jia Yu Zhang Ron J. Weiss Quan Wang Jonathan Shen ... Z. Chen Patrick Nguyen Ruoming Pang Ignacio López Moreno Yonghui Wu 207 820 0 12 Jun 2018