Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection

23 March 2022

Yong Zhang

Lingqiao Liu

Papers citing "Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection"

50 / 101 papers shown

Title
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Tharindu Fernando Clinton Fookes S. Sridharan Simon Denman 34 0 0 08 May 2025
Learning Real Facial Concepts for Independent Deepfake Detection Ming-Hui Liu Harry Cheng Tianyi Wang Xin Luo Xin-Shun Xu 29 0 0 07 May 2025
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image Attribution Danielle Sullivan-Pao Nicole Tian Pooya Khorrami CLL 57 0 0 10 Apr 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 39 0 0 07 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 56 0 0 01 Apr 2025
Detecting Localized Deepfake Manipulations Using Action Unit-Guided Video Representations Tharun Anand Siva Sankar Pravin Nair AAML 35 0 0 28 Mar 2025
MVFNet: Multipurpose Video Forensics Network using Multiple Forms of Forensic Evidence Tai D. Nguyen Matthew C. Stamm 50 0 0 26 Mar 2025
Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector Xiao Guo Xiufeng Song Yue Zhang Xiaohong Liu X. Liu 53 1 0 26 Mar 2025
Deepfake Detection via Knowledge Injection Tonghui Li Yuanfang Guo Z. Liu Heqi Peng Yunhong Wang 45 2 0 04 Mar 2025
Towards General Visual-Linguistic Face Forgery Detection(V2) Ke Sun Shen Chen Taiping Yao Ziyin Zhou Jiayi Ji Xiaoshuai Sun Chia-Wen Lin Rongrong Ji 57 2 0 28 Feb 2025
DiffFake: Exposing Deepfakes using Differential Anomaly Detection Sotirios Stamnas Victor Sanchez 33 1 0 22 Feb 2025
Exploring Unbiased Deepfake Detection via Token-Level Shuffling and Mixing Xinghe Fu Zhiyuan Yan Taiping Yao Shen Chen Xi Li 36 3 0 08 Jan 2025
Vision Transformer Neural Architecture Search for Out-of-Distribution Generalization: Benchmark and Insights Sy-Tuyen Ho Tuan Van Vo Somayeh Ebrahimkhani Ngai-man Cheung 25 0 0 08 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 79 2 0 29 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 100 0 0 26 Nov 2024
ODDN: Addressing Unpaired Data Challenges in Open-World Deepfake Detection on Online Social Networks Renshuai Tao Manyi Le Chuangchuang Tan Huan Liu Haotong Qin Yao Zhao 17 0 0 24 Oct 2024
DPL: Cross-quality DeepFake Detection via Dual Progressive Learning Dongliang Zhang Yunfei Li Jiaran Zhou Yuezun Li 21 1 0 10 Oct 2024
A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense Reasoning Niki Maria Foteinopoulou Enjie Ghorbel Djamila Aouada 16 2 0 01 Oct 2024
Face Forgery Detection with Elaborate Backbone Zonghui Guo Y. Liu Jie Zhang Haiyong Zheng Shiguang Shan AAML CVBM 18 1 0 25 Sep 2024
Fake It till You Make It: Curricular Dynamic Forgery Augmentations towards General Deepfake Detection Yuzhen Lin Wentang Song Bin Li Yuezun Li Jiangqun Ni Han Chen Qiushi Li 20 1 0 22 Sep 2024
Deep Learning Technology for Face Forgery Detection: A Survey Lixia Ma Puning Yang Yuting Xu Ziming Yang Peipei Li Huaibo Huang 40 1 0 22 Sep 2024
Detect Fake with Fake: Leveraging Synthetic Data-driven Representation for Synthetic Image Detection Hina Otake Yoshihiro Fukuhara Yoshiki Kubotani Shigeo Morishima ViT 46 0 0 13 Sep 2024
Learning in Order! A Sequential Strategy to Learn Invariant Features for Multimodal Sentiment Analysis Xianbing Zhao Lizhen Qu Tao Feng Jianfei Cai Buzhou Tang 37 0 0 05 Sep 2024
Make Graph-based Referring Expression Comprehension Great Again through Expression-guided Dynamic Gating and Regression Jingcheng Ke Dele Wang Jun-Cheng Chen I-Hong Jhuo Chia-Wen Lin Yen-Yu Lin 31 0 0 05 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 25 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 25 10 0 30 Aug 2024
Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 32 2 0 29 Aug 2024
C2P-CLIP: Injecting Category Common Prompt in CLIP to Enhance Generalization in Deepfake Detection Chuangchuang Tan Renshuai Tao Huan Liu Guanghua Gu Baoyuan Wu Yao Zhao Yunchao Wei VLM 80 8 0 19 Aug 2024
ED $^4$ : Explicit Data-level Debiasing for Deepfake Detection Jikang Cheng Ying Zhang Qin Zou Zhiyuan Yan Chao Liang Zhongyuan Wang Chen Li AAML 18 3 0 13 Aug 2024
Detecting Audio-Visual Deepfakes with Fine-Grained Inconsistencies Marcella Astrid Enjie Ghorbel Djamila Aouada 29 1 0 13 Aug 2024
Multiple Contexts and Frequencies Aggregation Network forDeepfake Detection Zifeng Li Wen-Jun Tang Shijun Gao Shuai Wang Yanxiang Wang CVBM 16 2 0 03 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 21 1 0 26 Jul 2024
Statistics-aware Audio-visual Deepfake Detector Marcella Astrid Enjie Ghorbel Djamila Aouada 26 5 0 16 Jul 2024
Learning Natural Consistency Representation for Face Forgery Video Detection Daichi Zhang Zihao Xiao Shikun Li Fanzhao Lin Jianmin Li Shiming Ge CVBM 19 9 0 15 Jul 2024
Targeted Augmented Data for Audio Deepfake Detection Marcella Astrid Enjie Ghorbel Djamila Aouada AAML 19 0 0 10 Jul 2024
Mitigating Low-Frequency Bias: Feature Recalibration and Frequency Attention Regularization for Adversarial Robustness Kejia Zhang Juanjuan Weng Yuanzheng Cai Zhiming Luo Shaozi Li AAML 52 0 0 04 Jul 2024
GM-DF: Generalized Multi-Scenario Deepfake Detection Yingxin Lai Zitong Yu Jing Yang Bin Li Xiangui Kang Linlin Shen 21 7 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 23 27 0 19 Jun 2024
FSBI: Deepfakes Detection with Frequency Enhanced Self-Blended Images Ahmed Abul Hasanaath Hamzah Luqman Raed Katib Saeed Anwar 21 3 0 12 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
Principles of Designing Robust Remote Face Anti-Spoofing Systems Xiang Xu Tianchen Zhao Zheng Zhang Zhihua Li Jon Wu Alessandro Achille Mani Srivastava AAML 38 3 0 06 Jun 2024
A3:Ambiguous Aberrations Captured via Astray-Learning for Facial Forgery Semantic Sublimation Xinan He Yue Zhou Wei Ye Feng Ding CVBM 18 1 0 24 May 2024
Semantic Contextualization of Face Forgery: A New Definition, Dataset, and Detection Method Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 45 2 0 14 May 2024
Compressed Deepfake Video Detection Based on 3D Spatiotemporal Trajectories Zongmei Chen Xin Liao Xiaoshuai Wu Yanxiang Chen 23 3 0 28 Apr 2024
Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities Xiaomin Yu Yezhaohui Wang Yanfang Chen Zhen Tao Dinghao Xi Shichao Song Simin Niu Zhiyu Li 62 7 0 25 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 26 1 0 08 Apr 2024
Learning Spatiotemporal Inconsistency via Thumbnail Layout for Face Deepfake Detection Yuting Xu Jian Liang Lijun Sheng Xiao-Yu Zhang 31 8 0 15 Mar 2024
Frequency-Aware Deepfake Detection: Improving Generalizability through Frequency Space Learning Chuangchuang Tan Yao-Min Zhao Shikui Wei Guanghua Gu Ping Liu Yunchao Wei 36 8 0 12 Mar 2024
Data-Independent Operator: A Training-Free Artifact Representation Extractor for Generalizable Deepfake Detection Chuangchuang Tan Ping Liu Renshuai Tao Huan Liu Yao-Min Zhao Baoyuan Wu Yunchao Wei 18 9 0 11 Mar 2024
Exploiting Style Latent Flows for Generalizing Deepfake Video Detection Jongwook Choi Taehoon Kim Yonghyun Jeong Seungryul Baek Jongwon Choi 23 23 0 11 Mar 2024