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"

23 / 23 papers shown

Title
LaRE $^2$ : Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection Yunpeng Luo Junlong Du Ke Yan Shouhong Ding DiffM 126 17 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 93 0 0 26 Nov 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 18 27 0 19 Jun 2024
Federated Face Forgery Detection Learning with Personalized Representation Decheng Liu Zhan Dang Chunlei Peng Nannan Wang Ruimin Hu Xinbo Gao FedML 19 2 0 17 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 73 8 0 02 Jun 2024
Exploring Self-Supervised Vision Transformers for Deepfake Detection: A Comparative Analysis H. Nguyen Junichi Yamagishi Isao Echizen 23 6 0 01 May 2024
MoE-FFD: Mixture of Experts for Generalized and Parameter-Efficient Face Forgery Detection Chenqi Kong Anwei Luo Song Xia Yi Yu Haoliang Li Zengwei Zheng Shiqi Wang Alex C. Kot MoE 20 5 0 12 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 24 11 0 27 Mar 2024
Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media Forensics Shan Jia Reilin Lyu Kangran Zhao Yize Chen Zhiyuan Yan Yan Ju Chuanbo Hu Xin Li Baoyuan Wu Siwei Lyu 23 36 0 21 Mar 2024
Adversarially Robust Deepfake Detection via Adversarial Feature Similarity Learning Sarwar Khan AAML 16 4 0 06 Feb 2024
Diffusion Facial Forgery Detection Harry Cheng Yangyang Guo Tianyi Wang L. Nie Mohan S. Kankanhalli 53 16 0 29 Jan 2024
Exploiting Modality-Specific Features For Multi-Modal Manipulation Detection And Grounding Jiazhen Wang B. Liu Changtao Miao Zhiwei Zhao Wanyi Zhuang Qi Chu Nenghai Yu 59 6 0 22 Sep 2023
UCF: Uncovering Common Features for Generalizable Deepfake Detection Zhiyuan Yan Yong Zhang Yanbo Fan Baoyuan Wu 55 93 0 27 Apr 2023
Feature Extraction Matters More: Universal Deepfake Disruption through Attacking Ensemble Feature Extractors Long Tang Dengpan Ye Zhenhao Lu Yunming Zhang Shengshan Hu Yue Xu Chuanxi Chen AAML 23 9 0 01 Mar 2023
On the detection of synthetic images generated by diffusion models Riccardo Corvi D. Cozzolino Giada Zingarini Giovanni Poggi Koki Nagano L. Verdoliva 119 209 0 01 Nov 2022
Diffusion Models in Vision: A Survey Florinel-Alin Croitoru Vlad Hondru Radu Tudor Ionescu M. Shah DiffM VLM MedIm 186 1,098 0 10 Sep 2022
CMUA-Watermark: A Cross-Model Universal Adversarial Watermark for Combating Deepfakes Hao Huang Yongtao Wang Zhaoyu Chen Yuze Zhang Yuheng Li Zhi Tang Wei Chu Jingdong Chen Weisi Lin K. Ma AAML 40 87 0 23 May 2021
Spatial-Phase Shallow Learning: Rethinking Face Forgery Detection in Frequency Domain Honggu Liu Xiaodan Li Wenbo Zhou YueFeng Chen Yuan He Hui Xue Weiming Zhang Nenghai Yu CVBM 135 280 0 02 Mar 2021
Towards Personalized Federated Learning A. Tan Han Yu Li-zhen Cui Qiang Yang FedML AI4CE 177 832 0 01 Mar 2021
Exploring Adversarial Fake Images on Face Manifold Dongze Li Wei Wang Hongxing Fan Jing Dong AAML 22 35 0 09 Jan 2021
WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection Bojia Zi Minghao Chang Jingjing Chen Xingjun Ma Yu-Gang Jiang CVBM 75 365 0 05 Jan 2021
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 124 1,018 0 27 Sep 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,183 0 12 Dec 2018