Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection

18 January 2022

Papers citing "Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection"

50 / 80 papers shown

Title
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Jian Wang Baoyuan Wu Li Liu Qingshan Liu AAML 34 0 0 13 May 2025
DATA: Multi-Disentanglement based Contrastive Learning for Open-World Semi-Supervised Deepfake Attribution Ming-Hui Liu Xiao-Qian Liu Xin Luo Xin-Shun Xu 56 0 0 07 May 2025
Learning Real Facial Concepts for Independent Deepfake Detection Ming-Hui Liu Harry Cheng Tianyi Wang Xin Luo Xin-Shun Xu 41 0 0 07 May 2025
From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes Long Ma Zhiyuan Yan Yize Chen Jin Xu Qinglang Guo Hu Huang Yong Liao Hui Lin CVBM 41 0 0 07 Apr 2025
Detecting Lip-Syncing Deepfakes: Vision Temporal Transformer for Analyzing Mouth Inconsistencies Soumyya Kanti Datta Shan Jia Siwei Lyu 44 0 0 02 Apr 2025
$FA^{3}-CLIP: Frequency-Aware Cues Fusion and Attack-Agnostic Prompt Learning for Unified Face Attack Detection$ FA^{3}-CLIP: Frequency-Aware Cues Fusion and Attack-Agnostic Prompt Learning for Unified Face Attack Detection Y. Li Ning Li Ajian Liu Hui Ma Liying Yang Xihong Chen Zhiyao Liang Yanyan Liang Jun Wan Zhen Lei AAML 58 0 0 01 Apr 2025
Detecting Localized Deepfake Manipulations Using Action Unit-Guided Video Representations Tharun Anand Siva Sankar Pravin Nair AAML 45 0 0 28 Mar 2025
Unlocking the Hidden Potential of CLIP in Generalizable Deepfake Detection Andrii Yermakov Jan Cech Jiri Matas AAML CLIP 53 1 0 25 Mar 2025
ExDDV: A New Dataset for Explainable Deepfake Detection in Video Vlad Hondru Eduard Hogea Darian M. Onchis Radu Tudor Ionescu 58 1 0 18 Mar 2025
WMamba: Wavelet-based Mamba for Face Forgery Detection Siran Peng Tianshuo Zhang Li Gao Xiangyu Zhu H. M. Zhang Kai Pang Zhen Lei Mamba 73 2 0 17 Jan 2025
Code and Pixels: Multi-Modal Contrastive Pre-training for Enhanced Tabular Data Analysis Kankana Roy Lars Krämer Sebastian Domaschke Malik Haris Roland Aydin Fabian Isensee Martin Held 48 0 0 13 Jan 2025
Deepfake Media Generation and Detection in the Generative AI Era: A Survey and Outlook Florinel-Alin Croitoru Andrei Iulian Hiji Vlad Hondru Nicolae-Cătălin Ristea Paul Irofti Marius Popescu Cristian Rusu Radu Tudor Ionescu F. Khan Mubarak Shah 89 3 0 29 Nov 2024
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
Forensics Adapter: Adapting CLIP for Generalizable Face Forgery Detection Xinjie Cui Y. Li Ao Luo Jiaran Zhou Junyu Dong 128 4 0 29 Nov 2024
RealSeal: Revolutionizing Media Authentication with Real-Time Realism Scoring Bhaktipriya Radharapu Harish Krishna 66 0 0 26 Nov 2024
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 110 1 0 26 Nov 2024
DiMoDif: Discourse Modality-information Differentiation for Audio-visual Deepfake Detection and Localization C. Koutlis Symeon Papadopoulos 58 2 0 15 Nov 2024
Capture Artifacts via Progressive Disentangling and Purifying Blended Identities for Deepfake Detection Weijie Zhou Xiaoqing Luo Zhancheng Zhang Jiachen He Xiaojun Wu 26 1 0 14 Oct 2024
Toward Robust Real-World Audio Deepfake Detection: Closing the Explainability Gap Georgia Channing Juil Sock Ronald Clark Philip H. S. Torr Christian Schroeder de Witt 35 2 0 09 Oct 2024
Shaking the Fake: Detecting Deepfake Videos in Real Time via Active Probes Zhixin Xie Jun Luo 28 0 0 17 Sep 2024
DeCLIP: Decoding CLIP representations for deepfake localization Stefan Smeu Elisabeta Oneata Dan Oneaţă 65 4 0 12 Sep 2024
Generalizing Deepfake Video Detection with Plug-and-Play: Video-Level Blending and Spatiotemporal Adapter Tuning Zhiyuan Yan Yandan Zhao Shen Chen Xinghe Fu Taiping Yao Shouhong Ding Li Yuan 40 8 0 30 Aug 2024
Can We Leave Deepfake Data Behind in Training Deepfake Detector? Jikang Cheng Zhiyuan Yan Ying Zhang Yuhao Luo Zhongyuan Wang Chen Li 36 10 0 30 Aug 2024
Detecting Audio-Visual Deepfakes with Fine-Grained Inconsistencies Marcella Astrid Enjie Ghorbel Djamila Aouada 37 4 0 13 Aug 2024
UniForensics: Face Forgery Detection via General Facial Representation Ziyuan Fang Hanqing Zhao Tianyi Wei Wenbo Zhou Ming Wan Zhanyi Wang Weiming Zhang Neng H. Yu CVBM 38 1 0 26 Jul 2024
Learning Natural Consistency Representation for Face Forgery Video Detection Daichi Zhang Zihao Xiao Shikun Li Fanzhao Lin Jianmin Li Shiming Ge CVBM 34 10 0 15 Jul 2024
PUDD: Towards Robust Multi-modal Prototype-based Deepfake Detection Alvaro Lopez Pellcier Yi Li Plamen Angelov DiffM 26 8 0 22 Jun 2024
Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges Ping Liu Qiqi Tao Joey Tianyi Zhou 50 0 0 11 Jun 2024
AVFF: Audio-Visual Feature Fusion for Video Deepfake Detection Trevine Oorloff Surya Koppisetti Nicolò Bonettini Divyaraj Solanki Ben Colman Yaser Yacoob Ali Shahriyari Gaurav Bharaj 32 21 0 05 Jun 2024
Explicit Correlation Learning for Generalizable Cross-Modal Deepfake Detection Cai Yu Shan Jia Xiaomeng Fu Jin Liu Jiahe Tian Jiao Dai Xi Wang Siwei Lyu Jizhong Han 36 5 0 30 Apr 2024
DeepFake-O-Meter v2.0: An Open Platform for DeepFake Detection Yan Ju Chengzhe Sun Shan Jia Shuwei Hou Zhaofeng Si Soumyya Kanti Datta Lipeng Ke Riky Zhou Anita Nikolich Siwei Lyu 28 3 0 19 Apr 2024
Towards More General Video-based Deepfake Detection through Facial Component Guided Adaptation for Foundation Model Yue-Hua Han Tai-Ming Huang Shu-Tzu Lo Po-Han Huang 39 0 0 08 Apr 2024
Deepfake Generation and Detection: A Benchmark and Survey Gan Pei Jiangning Zhang Menghan Hu Zhenyu Zhang Chengjie Wang Yunsheng Wu Guangtao Zhai Jian Yang Chunhua Shen Dacheng Tao 49 25 0 26 Mar 2024
Learning Spatiotemporal Inconsistency via Thumbnail Layout for Face Deepfake Detection Yuting Xu Jian Liang Lijun Sheng Xiao-Yu Zhang 44 8 0 15 Mar 2024
Exploiting Style Latent Flows for Generalizing Deepfake Video Detection Jongwook Choi Taehoon Kim Yonghyun Jeong Seungryul Baek Jongwon Choi 34 24 0 11 Mar 2024
Adversarially Robust Deepfake Detection via Adversarial Feature Similarity Learning Sarwar Khan AAML 29 4 0 06 Feb 2024
Common Sense Reasoning for Deepfake Detection Yue Zhang Ben Colman Xiao Guo Ali Shahriyari Gaurav Bharaj 24 30 0 31 Jan 2024
Diffusion Facial Forgery Detection Harry Cheng Yangyang Guo Tianyi Wang L. Nie Mohan S. Kankanhalli 58 16 0 29 Jan 2024
Lips Are Lying: Spotting the Temporal Inconsistency between Audio and Visual in Lip-Syncing DeepFakes Weifeng Liu Tianyi She Jiawei Liu Run Wang Dongyu Yao Ziyou Liang 30 5 0 28 Jan 2024
LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection Dat Nguyen Nesryne Mejri I. Singh Polina Kuleshova Marcella Astrid Anis Kacem Enjie Ghorbel Djamila Aouada 28 25 0 24 Jan 2024
Exposing Lip-syncing Deepfakes from Mouth Inconsistencies Soumyya Kanti Datta Shan Jia Siwei Lyu 36 6 0 18 Jan 2024
DeepFidelity: Perceptual Forgery Fidelity Assessment for Deepfake Detection Chunlei Peng Huiqing Guo Decheng Liu Nannan Wang Ruimin Hu Xinbo Gao CVBM 21 1 0 07 Dec 2023
Unsupervised Multimodal Deepfake Detection Using Intra- and Cross-Modal Inconsistencies Mulin Tian Mahyar Khayatkhoei Joe Mathai Wael AbdAlmageed 26 6 0 28 Nov 2023
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection Zhiyuan Yan Yuhao Luo Siwei Lyu Qingshan Liu Baoyuan Wu 24 55 0 19 Nov 2023
Detecting Deepfakes Without Seeing Any Tal Reiss Bar Cavia Yedid Hoshen AAML 21 16 0 02 Nov 2023
Self-Supervised Transformer with Domain Adaptive Reconstruction for General Face Forgery Video Detection Daichi Zhang Zihao Xiao Jianmin Li Shiming Ge CVBM ViT 30 2 0 09 Sep 2023
Recap: Detecting Deepfake Video with Unpredictable Tampered Traces via Recovering Faces and Mapping Recovered Faces Juan Hu Xin Liao Difei Gao Satoshi Tsutsui Qian Wang Zheng Qin Mike Zheng Shou CVBM AAML 27 1 0 19 Aug 2023
COMICS: End-to-end Bi-grained Contrastive Learning for Multi-face Forgery Detection Cong Zhang H. Qi Shuhui Wang Yuezun Li Siwei Lyu CVBM 33 6 0 03 Aug 2023
Towards General Visual-Linguistic Face Forgery Detection Ke Sun Shen Chen Taiping Yao Haozhe Yang Xiaoshuai Sun Shouhong Ding R. Ji 28 12 0 31 Jul 2023
Self-Supervised Graph Transformer for Deepfake Detection Aminollah Khormali Ji Yuan ViT 24 7 0 27 Jul 2023