Implicit Identity Leakage: The Stumbling Block to Improving Deepfake Detection Generalization

26 October 2022

S. Dong

Jin Wang

Renhe Ji

Jiajun Liang

Haoqiang Fan

Zheng Ge

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Papers citing "Implicit Identity Leakage: The Stumbling Block to Improving Deepfake Detection Generalization"

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Title
Beyond Identity: A Generalizable Approach for Deepfake Audio Detection Yasaman Ahmadiadli Xiao-Ping Zhang Naimul Khan 31 0 0 10 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
FractalForensics: Proactive Deepfake Detection and Localization via Fractal Watermarks Tianyi Wang Harry Cheng Ming-Hui Liu Mohan S. Kankanhalli AAML 40 0 0 13 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
Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector Xiao Guo Xiufeng Song Yue Zhang Xiaohong Liu X. Liu 63 1 0 26 Mar 2025
NullSwap: Proactive Identity Cloaking Against Deepfake Face Swapping Tianyi Wang Harry Cheng Xiao Zhang Yinglong Wang PICV 79 0 0 24 Mar 2025
D2Fusion: Dual-domain Fusion with Feature Superposition for Deepfake Detection Xueqi Qiu Xingyu Miao Fan Wan Haoran Duan Tejal Shah Varun Ojhab Yang Longa R. Ranjan 55 0 0 21 Mar 2025
TruthLens: Explainable DeepFake Detection for Face Manipulated and Fully Synthetic Data Rohit Kundu Athula Balachandran A. Roy-Chowdhury 45 0 0 20 Mar 2025
Forensics-Bench: A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language Models Jin Wang Chenghui Lv Xian Li Shichao Dong Huadong Li Kelu Yao Chao Li Wenqi Shao Ping Luo 62 1 0 19 Mar 2025
Unlocking the Capabilities of Vision-Language Models for Generalizable and Explainable Deepfake Detection Peipeng Yu Jianwei Fei Hui Gao Xuan Feng Zhihua Xia Chip-Hong Chang MLLM VLM 81 1 0 19 Mar 2025
Deepfake Detection via Knowledge Injection Tonghui Li Yuanfang Guo Ziqiang Liu Heqi Peng Yunhong Wang 59 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 67 2 0 28 Feb 2025
Exploring Unbiased Deepfake Detection via Token-Level Shuffling and Mixing Xinghe Fu Zhiyuan Yan Taiping Yao Shen Chen Xi Li 38 3 0 08 Jan 2025
Distilled Transformers with Locally Enhanced Global Representations for Face Forgery Detection Yaning Zhang Qiufu Li Zitong Yu L. Shen ViT 57 3 0 31 Dec 2024
FRIDAY: Mitigating Unintentional Facial Identity in Deepfake Detectors Guided by Facial Recognizers Younhun Kim Myung-Joon Kwon Wonjun Lee Changick Kim 76 0 0 19 Dec 2024
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 Fahad Shahbaz Khan Mubarak Shah 89 3 0 29 Nov 2024
Forensics Adapter: Adapting CLIP for Generalizable Face Forgery Detection Xinjie Cui Yuan Li Ao Luo Jiaran Zhou Junyu Dong 131 4 0 29 Nov 2024
LampMark: Proactive Deepfake Detection via Training-Free Landmark Perceptual Watermarks Tianyi Wang Mengxiao Huang Harry Cheng Xiao Zhang Zhiqi Shen 82 5 0 26 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
Herd Mentality in Augmentation -- Not a Good Idea! A Robust Multi-stage Approach towards Deepfake Detection Monu Rohan Raju Dhanakshirur 23 0 0 07 Oct 2024
FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models Zhipei Xu Xuanyu Zhang Runyi Li Zecheng Tang Qing Huang Jian Zhang AAML 42 17 0 03 Oct 2024
Face Forgery Detection with Elaborate Backbone Zonghui Guo Y. Liu Jie Zhang Haiyong Zheng Shiguang Shan AAML CVBM 28 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 37 13 0 22 Sep 2024
Learning to Discover Forgery Cues for Face Forgery Detection Jiahe Tian Peng-Wen Chen Cai Yu Xiaomeng Fu Xi Wang Jiao Dai Jizhong Han CVBM AAML 35 6 0 02 Sep 2024
Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 46 2 0 29 Aug 2024
2D-Malafide: Adversarial Attacks Against Face Deepfake Detection Systems Chiara Galdi Michele Panariello Massimiliano Todisco Nicholas W. D. Evans AAML 24 0 0 26 Aug 2024
FFAA: Multimodal Large Language Model based Explainable Open-World Face Forgery Analysis Assistant Zhengchao Huang Bin Xia Zicheng Lin Zhun Mou Wenming Yang CVBM 41 18 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 36 3 0 13 Aug 2024
IDRetracor: Towards Visual Forensics Against Malicious Face Swapping Jikang Cheng Jiaxin Ai Zhen Han Chao Liang Qin Zou Zhongyuan Wang Qian Wang CVBM 32 0 0 13 Aug 2024
Multiple Contexts and Frequencies Aggregation Network forDeepfake Detection Zifeng Li Wen-Jun Tang Shijun Gao Shuai Wang Yanxiang Wang CVBM 33 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 38 1 0 26 Jul 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 32 28 0 19 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 40 3 0 06 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 40 21 0 05 Jun 2024
A3:Ambiguous Aberrations Captured via Astray-Learning for Facial Forgery Semantic Sublimation Xinan He Yue Zhou Wei Ye Feng Ding CVBM 35 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 56 3 0 14 May 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 67 8 0 25 Apr 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 34 5 0 12 Apr 2024
Diffusion Deepfake Chaitali Bhattacharyya Hanxiao Wang Feng Zhang Sung-Ha Kim Xiatian Zhu 32 5 0 02 Apr 2024
Exploiting Style Latent Flows for Generalizing Deepfake Video Detection Jongwook Choi Taehoon Kim Yonghyun Jeong Seungryul Baek Jongwon Choi 42 24 0 11 Mar 2024
Adversarially Robust Deepfake Detection via Adversarial Feature Similarity Learning Sarwar Khan AAML 29 4 0 06 Feb 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 30 25 0 24 Jan 2024
Delocate: Detection and Localization for Deepfake Videos with Randomly-Located Tampered Traces Juan Hu Xin Liao Difei Gao Satoshi Tsutsui Qian Wang Zheng Qin Mike Zheng Shou 41 4 0 24 Jan 2024
GenAI Mirage: The Impostor Bias and the Deepfake Detection Challenge in the Era of Artificial Illusions Mirko Casu Luca Guarnera P. Caponnetto Sebastiano Battiato 40 14 0 24 Dec 2023
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
Unearthing Common Inconsistency for Generalisable Deepfake Detection Beilin Chu Xuan Xu Weike You Linna Zhou 24 0 0 20 Nov 2023
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection Zhiyuan Yan Yuhao Luo Siwei Lyu Qingshan Liu Baoyuan Wu 28 55 0 19 Nov 2023
Robust Identity Perceptual Watermark Against Deepfake Face Swapping Tianyi Wang Mengxiao Huang Harry Cheng Bin Ma Yinglong Wang AAML 32 9 0 02 Nov 2023
DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection Zhi Yan Yong Zhang Xinhang Yuan Siwei Lyu Baoyuan Wu ELM 30 66 0 04 Jul 2023