Investigating self-supervised front ends for speech spoofing countermeasures

15 November 2021

Xin Wang

Papers citing "Investigating self-supervised front ends for speech spoofing countermeasures"

50 / 59 papers shown

Title
Nes2Net: A Lightweight Nested Architecture for Foundation Model Driven Speech Anti-spoofing Tianchi Liu Duc-Tuan Truong Rohan Kumar Das K. Lee Haizhou Li 38 0 0 08 Apr 2025
Measuring the Robustness of Audio Deepfake Detectors Xiang Li Pin-Yu Chen Wenqi Wei 43 0 0 21 Mar 2025
ShiftySpeech: A Large-Scale Synthetic Speech Dataset with Distribution Shifts Ashi Garg Zexin Cai Lin Zhang Leibny Paola García-Perera Kevin Duh Kevin Duh Sanjeev Khudanpur Matthew Wiesner Nicholas Andrews 77 0 0 08 Feb 2025
Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection Yassine El Kheir Youness Samih Suraj Maharjan Tim Polzehl Sebastian Möller 80 1 0 05 Feb 2025
Toward Robust Real-World Audio Deepfake Detection: Closing the Explainability Gap Georgia Channing Juil Sock Ronald Clark Philip Torr Christian Schroeder de Witt 35 2 0 09 Oct 2024
XWSB: A Blend System Utilizing XLS-R and WavLM with SLS Classifier detection system for SVDD 2024 Challenge Qishan Zhang Shuangbing Wen Fangke Yan Tao Hu Jun Li 35 2 0 27 Sep 2024
Representation Loss Minimization with Randomized Selection Strategy for Efficient Environmental Fake Audio Detection Orchid Chetia Phukan Girish Mohd Mujtaba Akhtar Swarup Ranjan Behera Nitin Choudhury Arun Balaji Buduru Rajesh Sharma S. R Mahadeva Prasanna 37 0 0 24 Sep 2024
CA-MHFA: A Context-Aware Multi-Head Factorized Attentive Pooling for SSL-Based Speaker Verification Junyi Peng Ladislav Mošner Lin Zhang Oldrich Plchot Themos Stafylakis Lukáš Burget Jan Černocký 26 0 0 23 Sep 2024
Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0 Zhiyong Wang Ruibo Fu Zhengqi Wen Jianhua Tao Xiaopeng Wang ... Yi Lu Yukun Liu Chenxing Li Xuefei Liu Guanjun Li 44 7 0 18 Sep 2024
DeCLIP: Decoding CLIP representations for deepfake localization Stefan Smeu Elisabeta Oneata Dan Oneaţă 65 4 0 12 Sep 2024
Easy, Interpretable, Effective: openSMILE for voice deepfake detection Octavian Pascu Dan Oneaţă H. Cucu Nicolas M. Muller 50 1 0 28 Aug 2024
BUT Systems and Analyses for the ASVspoof 5 Challenge Johan Rohdin Lin Zhang Oldřich Plchot Vojtěch Staněk David Mihola ... Themos Stafylakis Dmitriy Beveraki Anna Silnova Jan Brukner Lukáš Burget 44 1 0 20 Aug 2024
SLIM: Style-Linguistics Mismatch Model for Generalized Audio Deepfake Detection Yi Zhu Surya Koppisetti Trang Tran Gaurav Bharaj 54 9 0 26 Jul 2024
Source Tracing of Audio Deepfake Systems Nicholas Klein Tianxiang Chen Hemlata Tak Ricardo Casal Elie Khoury 42 7 0 10 Jul 2024
One-Class Learning with Adaptive Centroid Shift for Audio Deepfake Detection Hyun Myung Kim Kangwook Jang Hoirin Kim 39 6 0 24 Jun 2024
Frequency-mix Knowledge Distillation for Fake Speech Detection Cunhang Fan Shunbo Dong Jun Xue Yujie Chen Jiangyan Yi Zhao Lv 36 0 0 14 Jun 2024
Interpretable Temporal Class Activation Representation for Audio Spoofing Detection Menglu Li Xiao-Ping Zhang 51 1 0 13 Jun 2024
Attentive Merging of Hidden Embeddings from Pre-trained Speech Model for Anti-spoofing Detection Zihan Pan Tianchi Liu Hardik B. Sailor Qiongqiong Wang 58 10 0 12 Jun 2024
Genuine-Focused Learning using Mask AutoEncoder for Generalized Fake Audio Detection Xiaopeng Wang Ruibo Fu Zhengqi Wen Zhiyong Wang Yuankun Xie ... Xuefei Liu Yongwei Li Xin Qi Yi Lu Shuchen Shi 38 4 0 05 Jun 2024
Generalized Fake Audio Detection via Deep Stable Learning Zhiyong Wang Ruibo Fu Zhengqi Wen Yuankun Xie Yukun Liu ... Yongwei Li Jianhua Tao Yi Lu Xin Qi Shuchen Shi 39 7 0 05 Jun 2024
CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive Learning Hao Wu Jing Chen Ruiying Du Cong Wu Kun He Xingcan Shang Hao Ren Guowen Xu AAML 52 8 0 24 Apr 2024
Audio Anti-Spoofing Detection: A Survey Menglu Li Yasaman Ahmadiadli Xiao-Ping Zhang 50 19 0 22 Apr 2024
Retrieval-Augmented Audio Deepfake Detection Zuheng Kang Yayun He Botao Zhao Xiaoyang Qu Junqing Peng Jing Xiao Jianzong Wang 35 7 0 22 Apr 2024
Exploring Green AI for Audio Deepfake Detection Subhajit Saha Md Sahidullah Swagatam Das 32 6 0 21 Mar 2024
A robust audio deepfake detection system via multi-view feature Yujie Yang Haochen Qin Hang Zhou Chengcheng Wang Tianyu Guo Kai Han Yunhe Wang 40 27 0 04 Mar 2024
Generalizing Speaker Verification for Spoof Awareness in the Embedding Space Xuechen Liu Md. Sahidullah K. Lee Tomi Kinnunen AAML 42 7 0 20 Jan 2024
What to Remember: Self-Adaptive Continual Learning for Audio Deepfake Detection Xiaohui Zhang Jiangyan Yi Chenglong Wang Chuyuan Zhang Siding Zeng Jianhua Tao 57 25 0 15 Dec 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 45 4 0 13 Oct 2023
t-EER: Parameter-Free Tandem Evaluation of Countermeasures and Biometric Comparators Tomi Kinnunen K. Lee Hemlata Tak Nicholas W. D. Evans A. Nautsch 24 12 0 21 Sep 2023
The Impact of Silence on Speech Anti-Spoofing Yuxiang Zhang Zhuo Li Jingze Lu Hua Hua Wenchao Wang Pengyuan Zhang 40 19 0 21 Sep 2023
Frame-to-Utterance Convergence: A Spectra-Temporal Approach for Unified Spoofing Detection Awais Khan K. Malik Shah Nawaz 26 7 0 18 Sep 2023
One-Class Knowledge Distillation for Spoofing Speech Detection Jingze Lu Yuxiang Zhang Wenchao Wang Zengqiang Shang Pengyuan Zhang 27 19 0 15 Sep 2023
Characterizing the temporal dynamics of universal speech representations for generalizable deepfake detection Yilun Zhu S. Powar Tiago H. Falk 38 2 0 15 Sep 2023
Can large-scale vocoded spoofed data improve speech spoofing countermeasure with a self-supervised front end? Xin Wang Junichi Yamagishi SyDa 58 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 36 11 0 11 Sep 2023
Audio Deepfake Detection: A Survey Jiangyan Yi Chenglong Wang J. Tao Xiaohui Zhang Chu Yuan Zhang Yan Zhao 38 45 0 29 Aug 2023
Do You Remember? Overcoming Catastrophic Forgetting for Fake Audio Detection Xiaohui Zhang Jiangyan Yi J. Tao Chenglong Wang Chuyuan Zhang CLL 38 23 0 07 Aug 2023
A Unified Framework for Modality-Agnostic Deepfakes Detection Cai Yu Peng-Wen Chen Jiahe Tian Jin Liu Jiao Dai Xi Wang Yesheng Chai Shan Jia Siwei Lyu Jizhong Han 32 0 0 26 Jul 2023
Pretraining Conformer with ASR or ASV for Anti-Spoofing Countermeasure Yikang Wang Hiromitsu Nishizaki Ming Li 45 0 0 04 Jul 2023
Malafide: a novel adversarial convolutive noise attack against deepfake and spoofing detection systems Michele Panariello W. Ge Hemlata Tak Massimiliano Todisco Nicholas W. D. Evans AAML 37 13 0 13 Jun 2023
Low-rank Adaptation Method for Wav2vec2-based Fake Audio Detection Chenglong Wang Jiangyan Yi Xiaohui Zhang J. Tao Le Xu Ruibo Fu 21 10 0 09 Jun 2023
Adaptive Fake Audio Detection with Low-Rank Model Squeezing Xiaohui Zhang Jiangyan Yi J. Tao Chenlong Wang Le Xu Ruibo Fu 36 6 0 08 Jun 2023
Improved DeepFake Detection Using Whisper Features Piotr Kawa Marcin Plata Michał Czuba Piotr Szymañski P. Syga 26 37 0 02 Jun 2023
Spoofing Attacker Also Benefits from Self-Supervised Pretrained Model Aoi Ito Shota Horiguchi SSL 27 2 0 24 May 2023
Detection of Cross-Dataset Fake Audio Based on Prosodic and Pronunciation Features Chenglong Wang Jiangyan Yi J. Tao Chuyuan Zhang Shuai Zhang Xun Chen 24 16 0 23 May 2023
Defense Against Adversarial Attacks on Audio DeepFake Detection Piotr Kawa Marcin Plata P. Syga AAML 42 7 0 30 Dec 2022
Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders Xin Wang Junichi Yamagishi 26 36 0 19 Oct 2022
Deepfake Detection System for the ADD Challenge Track 3.2 Based on Score Fusion Yuxiang Zhang Jingze Lu Xingming Wang Zhuo Li Runqiu Xiao Wenchao Wang Ming Li Pengyuan Zhang 48 5 0 13 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 42 173 0 05 Oct 2022
Synthetic Voice Spoofing Detection Based On Online Hard Example Mining Che-Ming Hu R. Zhou 32 1 0 23 Sep 2022