Learning Self-Consistency for Deepfake Detection

16 December 2020

Papers citing "Learning Self-Consistency for Deepfake Detection"

50 / 124 papers shown

Title
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Tharindu Fernando Clinton Fookes S. Sridharan Simon Denman 39 0 0 08 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 39 0 0 07 Apr 2025
Optimal Transport-Guided Source-Free Adaptation for Face Anti-Spoofing Z. Li Tianchen Zhao Xiang Xu Zheng Zhang Zhihua Li Xuanbai Chen Q. Zhang Alessandro Bergamo Anil K. Jain Yifan Xing 32 0 0 29 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 56 1 0 26 Mar 2025
Unlocking the Hidden Potential of CLIP in Generalizable Deepfake Detection Andrii Yermakov Jan Cech Jiri Matas AAML CLIP 49 0 0 25 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 72 1 0 19 Mar 2025
Spot the Fake: Large Multimodal Model-Based Synthetic Image Detection with Artifact Explanation Siwei Wen Junyan Ye Peilin Feng Hengrui Kang Zichen Wen Y. Chen Jiang Wu Wenjun Wu Conghui He Weijia Li 56 2 0 19 Mar 2025
Unmasking the Unknown: Facial Deepfake Detection in the Open-Set Paradigm Nadarasar Bahavan Sanjay Saha Ken Chen Sachith Seneviratne Sanka Rasnayaka Saman K. Halgamuge 47 0 0 11 Mar 2025
Deepfake Detection via Knowledge Injection Tonghui Li Yuanfang Guo Z. Liu Heqi Peng Yunhong Wang 48 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 62 2 0 28 Feb 2025
DiffFake: Exposing Deepfakes using Differential Anomaly Detection Sotirios Stamnas Victor Sanchez 41 1 0 22 Feb 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 69 2 0 17 Jan 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
DFREC: DeepFake Identity Recovery Based on Identity-aware Masked Autoencoder Peipeng Yu Hui Gao Zhitao Huang Zhihua Xia Chip-Hong Chang Chip-Hong Chang 75 0 0 10 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 F. Khan Mubarak Shah 79 2 0 29 Nov 2024
Exploring Depth Information for Detecting Manipulated Face Videos Haoyue Wang Sheng Li Ji He Zhenxing Qian Xinpeng Zhang Shaolin Fan CVBM 66 0 0 27 Nov 2024
Towards More Accurate Fake Detection on Images Generated from Advanced Generative and Neural Rendering Models Chengdong Dong Vijayakumar Bhagavatula Zhenyu Zhou Ajay Kumar 36 0 0 13 Nov 2024
DIP: Diffusion Learning of Inconsistency Pattern for General DeepFake Detection Fan Nie Jiangqun Ni Jian Zhang Bin Zhang Weizhe Zhang DiffM 29 1 0 31 Oct 2024
Language-guided Hierarchical Fine-grained Image Forgery Detection and Localization Xiao Guo Xiaohong Liu I. Masi Xiaoming Liu 90 9 0 31 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
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 26 12 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 20 6 0 02 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 30 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
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
Multiple Contexts and Frequencies Aggregation Network forDeepfake Detection Zifeng Li Wen-Jun Tang Shijun Gao Shuai Wang Yanxiang Wang CVBM 23 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 34 1 0 26 Jul 2024
GM-DF: Generalized Multi-Scenario Deepfake Detection Yingxin Lai Zitong Yu Jing Yang Bin Li Xiangui Kang Linlin Shen 24 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 26 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
In Anticipation of Perfect Deepfake: Identity-anchored Artifact-agnostic Detection under Rebalanced Deepfake Detection Protocol Wei-Han Wang Chin-Yuan Yeh Hsi-Wen Chen De-Nian Yang Ming-Syan Chen 25 0 0 01 May 2024
Compressed Deepfake Video Detection Based on 3D Spatiotemporal Trajectories Zongmei Chen Xin Liao Xiaoshuai Wu Yanxiang Chen 29 3 0 28 Apr 2024
FreqBlender: Enhancing DeepFake Detection by Blending Frequency Knowledge Hanzhe Li Yuezun Li Jiaran Zhou Bin Li Junyu Dong CVBM 23 7 0 22 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 1 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 38 24 0 26 Mar 2024
Learning Spatiotemporal Inconsistency via Thumbnail Layout for Face Deepfake Detection Yuting Xu Jian Liang Lijun Sheng Xiao-Yu Zhang 37 8 0 15 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 26 9 0 11 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 30 33 0 04 Mar 2024
Masked Conditional Diffusion Model for Enhancing Deepfake Detection Tiewen Chen Shanmin Yang Shu Hu Zhenghan Fang Ying Fu Xi Wu Xin Wang DiffM 16 4 0 01 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 26 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 21 4 0 24 Jan 2024
Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection Huan Liu Zichang Tan Chuangchuang Tan Yunchao Wei Yao-Min Zhao Jingdong Wang ViT 26 40 0 27 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 30 3 0 17 Dec 2023
Generalized Deepfakes Detection with Reconstructed-Blended Images and Multi-scale Feature Reconstruction Network Yuyang Sun H. Nguyen Chun-Shien Lu ZhiYong Zhang Lu Sun Isao Echizen CVBM 39 2 0 13 Dec 2023
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection Zhiyuan Yan Yuhao Luo Siwei Lyu Qingshan Liu Baoyuan Wu 15 52 0 19 Nov 2023
Deepfake detection by exploiting surface anomalies: the SurFake approach Andrea Ciamarra R. Caldelli Federico Becattini Lorenzo Seidenari A. Bimbo 23 12 0 31 Oct 2023
Improving Cross-dataset Deepfake Detection with Deep Information Decomposition Shanmin Yang Shu Hu Bin Zhu Ying Fu Siwei Lyu Xi Wu Xin Wang 22 7 0 30 Sep 2023
UVL: A Unified Framework for Video Tampering Localization Tingliang Feng Xianfeng Zhao Jinchuan Li Yun Cao AAML 14 4 0 28 Sep 2023