Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges

11 June 2024

Ping Liu

Joey Tianyi Zhou

Papers citing "Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges"

50 / 50 papers shown

Title
LaRE $^2$ : Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection Yunpeng Luo Junlong Du Ke Yan Shouhong Ding DiffM 154 22 0 24 Feb 2025
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 133 2 0 26 Nov 2024
GM-DF: Generalized Multi-Scenario Deepfake Detection Yingxin Lai Zitong Yu Jing Yang Bin Li Xiangui Kang Linlin Shen 109 11 0 28 Jun 2024
DF40: Toward Next-Generation Deepfake Detection Zhiyuan Yan Taiping Yao Shen Chen Yandan Zhao Xinghe Fu ... Donghao Luo Li Yuan Chengjie Wang Shouhong Ding Yunsheng Wu 51 32 0 19 Jun 2024
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark Li Lin Santosh Xin Eric Wang Shu Hu Shu Hu EGVM 105 12 0 02 Jun 2024
Exploring Self-Supervised Vision Transformers for Deepfake Detection: A Comparative Analysis H. Nguyen Junichi Yamagishi Isao Echizen 68 6 0 01 May 2024
Are Watermarks Bugs for Deepfake Detectors? Rethinking Proactive Forensics Xiaoshuai Wu Xin Liao Bo Ou Yuling Liu Zheng Qin WIGM 65 9 0 27 Apr 2024
An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape Sifat Muhammad Abdullah Aravind Cheruvu Shravya Kanchi Taejoong Chung Peng Gao Murtuza Jadliwala Bimal Viswanath AAML 53 14 0 24 Apr 2024
Mixture of Low-rank Experts for Transferable AI-Generated Image Detection Zihan Liu Hanyi Wang Yaoyu Kang Shilin Wang MoE 56 13 0 07 Apr 2024
DiffusionFace: Towards a Comprehensive Dataset for Diffusion-Based Face Forgery Analysis Zhongxi Chen Ke Sun Ziyin Zhou Xianming Lin Xiaoshuai Sun Liujuan Cao Rongrong Ji 66 13 0 27 Mar 2024
XAI-Based Detection of Adversarial Attacks on Deepfake Detectors Ben Pinhasov Raz Lapid Rony Ohayon Moshe Sipper Y. Aperstein AAML 51 7 0 05 Mar 2024
Exposing the Deception: Uncovering More Forgery Clues for Deepfake Detection Zhongjie Ba Qingyu Liu Zhenguang Liu Shuang Wu Feng Lin Liwang Lu Kui Ren AAML 45 35 0 04 Mar 2024
Common Sense Reasoning for Deepfake Detection Yue Zhang Ben Colman Xiao Guo Ali Shahriyari Gaurav Bharaj 85 33 0 31 Jan 2024
Detecting Multimedia Generated by Large AI Models: A Survey Li Lin Neeraj Gupta Yue Zhang Hainan Ren Chun-Hao Liu Feng Ding Xin Eric Wang Xin Li Luisa Verdoliva Shu Hu 107 60 0 22 Jan 2024
Is It Possible to Backdoor Face Forgery Detection with Natural Triggers? Xiaoxuan Han Songlin Yang Wei Wang Ziwen He Jing Dong AAML 18 5 0 31 Dec 2023
DomainForensics: Exposing Face Forgery across Domains via Bi-directional Adaptation Qingxuan Lv Yuezun Li Junyu Dong Sheng Chen Hui Yu Huiyu Zhou Shu Zhang AAML 47 6 0 17 Dec 2023
Robust Identity Perceptual Watermark Against Deepfake Face Swapping Tianyi Wang Mengxiao Huang Harry Cheng Bin Ma Yinglong Wang AAML 52 9 0 02 Nov 2023
Exploring Decision-based Black-box Attacks on Face Forgery Detection Zhaoyu Chen Yue Liu Kaixun Jiang Shuang Wu Shouhong Ding Wenqiang Zhang AAML CVBM 80 1 0 18 Oct 2023
Integrating Audio-Visual Features for Multimodal Deepfake Detection Sneha Muppalla Shan Jia Siwei Lyu 32 19 0 05 Oct 2023
Detecting and Grounding Multi-Modal Media Manipulation and Beyond Rui Shao Tianxing Wu Jianlong Wu Liqiang Nie Ziwei Liu 32 25 0 25 Sep 2023
Unified Frequency-Assisted Transformer Framework for Detecting and Grounding Multi-Modal Manipulation Huan Liu Zichang Tan Qiang Chen Yunchao Wei Yao-Min Zhao Jingdong Wang 39 9 0 18 Sep 2023
DF-TransFusion: Multimodal Deepfake Detection via Lip-Audio Cross-Attention and Facial Self-Attention Aaditya Kharel Manas Paranjape Aniket Bera 51 3 0 12 Sep 2023
DiffusionShield: A Watermark for Copyright Protection against Generative Diffusion Models Yingqian Cui Jie Ren Han Xu Pengfei He Hui Liu Lichao Sun Yue Xing Jiliang Tang WIGM 42 36 0 25 May 2023
Detecting and Grounding Multi-Modal Media Manipulation Rui Shao Tianxing Wu Ziwei Liu 57 65 0 05 Apr 2023
The Stable Signature: Rooting Watermarks in Latent Diffusion Models Pierre Fernandez Guillaume Couairon Hervé Jégou Matthijs Douze Teddy Furon WIGM 83 183 0 27 Mar 2023
DIRE for Diffusion-Generated Image Detection Zhendong Wang Jianmin Bao Wen-gang Zhou Weilun Wang Hezhen Hu Hong Chen Houqiang Li 33 206 0 16 Mar 2023
Anti-Forgery: Towards a Stealthy and Robust DeepFake Disruption Attack via Adversarial Perceptual-aware Perturbations Run Wang Zi-Shun Huang Zhikai Chen Li Liu Jing Chen Lina Wang AAML 43 47 0 01 Jun 2022
FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations Yonghyun Jeong Doyeon Kim Youngmin Ro Jongwon Choi AAML 43 82 0 07 Feb 2022
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 191 3,531 0 20 Dec 2021
Initiative Defense against Facial Manipulation Qidong Huang Jie Zhang Wenbo Zhou Weiming Zhang Nenghai Yu AAML 36 63 0 19 Dec 2021
ADD: Frequency Attention and Multi-View based Knowledge Distillation to Detect Low-Quality Compressed Deepfake Images B. Le Simon S. Woo AAML 42 80 0 07 Dec 2021
Exploring Temporal Coherence for More General Video Face Forgery Detection Yinglin Zheng Jianmin Bao Dong Chen Ming Zeng Fang Wen CVBM ViT 25 214 0 15 Aug 2021
FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning Minhan Kim Shahroz Tariq Simon S. Woo 36 86 0 28 May 2021
Local Relation Learning for Face Forgery Detection Shen Chen Taiping Yao Yang Chen Shouhong Ding Jilin Li Rongrong Ji CVBM 54 257 0 06 May 2021
Representative Forgery Mining for Fake Face Detection Chengrui Wang Weihong Deng CVBM 45 184 0 14 Apr 2021
Face Forensics in the Wild Tianfei Zhou Wenguan Wang Zhiyuan Liang Jianbing Shen CVBM 53 120 0 30 Mar 2021
Frequency-aware Discriminative Feature Learning Supervised by Single-Center Loss for Face Forgery Detection Jiaming Li Hongtao Xie Jiahong Li Zhongyuan Wang Yongdong Zhang CVBM 64 239 0 16 Mar 2021
Towards Personalized Federated Learning A. Tan Han Yu Li-zhen Cui Qiang Yang FedML AI4CE 282 855 0 01 Mar 2021
Adversarially robust deepfake media detection using fused convolutional neural network predictions Sohail Ahmed Khan A. Artusi H. Dai AAML 34 16 0 11 Feb 2021
Learning Self-Consistency for Deepfake Detection Tianchen Zhao Xiang Xu Mingze Xu Hui Ding Yuanjun Xiong Wei Xia SSL 58 264 0 16 Dec 2020
ID-Reveal: Identity-aware DeepFake Video Detection D. Cozzolino Andreas Rossler Justus Thies Matthias Nießner L. Verdoliva AAML 41 165 0 04 Dec 2020
FaceGuard: A Self-Supervised Defense Against Adversarial Face Images Debayan Deb Xiaoming Liu Anil K. Jain CVBM AAML PICV 35 27 0 28 Nov 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 82 677 0 18 Jul 2020
FakePolisher: Making DeepFakes More Detection-Evasive by Shallow Reconstruction Yihao Huang Felix Juefei Xu Run Wang Qing Guo Lei Ma Xiaofei Xie Jianwen Li Weikai Miao Yang Liu G. Pu 34 70 0 13 Jun 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 56 1,313 0 20 May 2020
Adversarial Perturbations Fool Deepfake Detectors Apurva Gandhi Shomik Jain AAML 25 104 0 24 Mar 2020
Global Texture Enhancement for Fake Face Detection in the Wild Zhengzhe Liu Xiaojuan Qi Philip Torr CVBM 27 285 0 01 Feb 2020
Face X-ray for More General Face Forgery Detection Lingzhi Li Jianmin Bao Ting Zhang Hao Yang Dong Chen Fang Wen B. Guo PICV CVBM 34 832 0 31 Dec 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 58 2,058 0 25 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 477 10,466 0 12 Dec 2018