Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues

18 July 2020

Papers citing "Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues"

50 / 277 papers shown

Title
ForensicHub: A Unified Benchmark & Codebase for All-Domain Fake Image Detection and Localization Bo Du Xuekang Zhu Xiaochen Ma Chenfan Qu Kaiwen Feng Zhe Yang Chi-Man Pun Jian Liu Jizhe Zhou 19 0 0 16 May 2025
WaveGuard: Robust Deepfake Detection and Source Tracing via Dual-Tree Complex Wavelet and Graph Neural Networks Ziyuan He Zhiqing Guo Liejun Wang Gaobo Yang Yunfeng Diao Dan Ma 26 0 0 13 May 2025
TT-DF: A Large-Scale Diffusion-Based Dataset and Benchmark for Human Body Forgery Detection Wenkui Yang Zhida Zhang Xiaoqiang Zhou Junxian Duan Jie Cao DiffM 33 0 0 13 May 2025
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Shuaiwei Yuan Junyu Dong Yuezun Li AAML 29 0 0 13 May 2025
LAMM-ViT: AI Face Detection via Layer-Aware Modulation of Region-Guided Attention Jiangling Zhang Weijie Zhu Jirui Huang Yaxiong Chen 33 0 0 12 May 2025
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Tharindu Fernando Clinton Fookes Sridha Sridharan Simon Denman 43 0 0 08 May 2025
Active Light Modulation to Counter Manipulation of Speech Visual Content Hadleigh Schwartz Xiaofeng Yan Charles J. Carver Xia Zhou 68 0 0 30 Apr 2025
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Mengyu Qiao Runze Tian Yang Wang 38 0 0 24 Apr 2025
MLEP: Multi-granularity Local Entropy Patterns for Universal AI-generated Image Detection Lin Yuan Xuelong Li Yan Zhang J. Zhang Hongbo Li Xinbo Gao 35 0 0 18 Apr 2025
Zooming In on Fakes: A Novel Dataset for Localized AI-Generated Image Detection with Forgery Amplification Approach Lvpan Cai Haowei Wang Jiayi Ji YanShu ZhouMen Yiwei Ma Xiaoshuai Sun Liujuan Cao Rongrong Ji ViT 39 0 0 16 Apr 2025
Can GPT tell us why these images are synthesized? Empowering Multimodal Large Language Models for Forensics Yiran He Yun Cao Bowen Yang Zeyu Zhang 28 0 0 16 Apr 2025
A Knowledge-guided Adversarial Defense for Resisting Malicious Visual Manipulation Dawei Zhou Suzhi Gang Decheng Liu Tongliang Liu N. Wang Xinbo Gao AAML 41 0 0 11 Apr 2025
Face-LLaVA: Facial Expression and Attribute Understanding through Instruction Tuning Ashutosh Chaubey Xulang Guan Mohammad Soleymani CVBM MLLM VLM 77 0 0 09 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 43 0 0 07 Apr 2025
All Patches Matter, More Patches Better: Enhance AI-Generated Image Detection via Panoptic Patch Learning Zheng Yang Ruoxin Chen Zhiyuan Yan Ke-Yue Zhang Xinghe Fu ... Xiujun Shu Taiping Yao Junchi Yan Shouhong Ding Xi Li 31 0 0 02 Apr 2025
Mixture-of-Attack-Experts with Class Regularization for Unified Physical-Digital Face Attack Detection Shunxin Chen A. Liu Junze Zheng Jun Wan Kailai Peng Sergio Escalera Zhen Lei AAML 61 0 0 01 Apr 2025
Exploring the Collaborative Advantage of Low-level Information on Generalizable AI-Generated Image Detection Ziyin Zhou Ke Sun Zhongxi Chen Xianming Lin Yunpeng Luo Ke Yan Shouhong Ding Xiaoshuai Sun 36 0 0 01 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 Yong Li Ning Li Ajian Liu Hui Ma Liying Yang Xihong Chen Zhiyao Liang Yanyan Liang Jun Wan Zhen Lei AAML 58 0 0 01 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
MVFNet: Multipurpose Video Forensics Network using Multiple Forms of Forensic Evidence Tai D. Nguyen Matthew C. Stamm 55 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 63 1 0 26 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
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
Unmasking the Unknown: Facial Deepfake Detection in the Open-Set Paradigm Nadarasar Bahavan Sanjay Saha Ken Chen Sachith Seneviratne Sanka Rasnayaka Saman K. Halgamuge 62 0 0 11 Mar 2025
VLForgery Face Triad: Detection, Localization and Attribution via Multimodal Large Language Models Xinan He Yue Zhou Bing Fan Bin Li Guopu Zhu Feng Ding 72 1 0 08 Mar 2025
Reduced Spatial Dependency for More General Video-level Deepfake Detection Beilin Chu Xuan Xu Wenjie Qu Weike You Linna Zhou 57 1 0 05 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
LaRE $^2$ : Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection Yunpeng Luo Junlong Du Ke Yan Shouhong Ding DiffM 142 20 0 24 Feb 2025
DiffFake: Exposing Deepfakes using Differential Anomaly Detection Sotirios Stamnas Victor Sanchez 48 1 0 22 Feb 2025
LDR-Net: A Novel Framework for AI-generated Image Detection via Localized Discrepancy Representation Jiaxin Chen Miao Hu Dengyong Zhang Yun Song Xin Liao 29 0 0 23 Jan 2025
TextureCrop: Enhancing Synthetic Image Detection through Texture-based Cropping Despina Konstantinidou C. Koutlis Symeon Papadopoulos 81 2 0 17 Jan 2025
WMamba: Wavelet-based Mamba for Face Forgery Detection Siran Peng Tianshuo Zhang Li Gao Xiangyu Zhu Huan Zhang Kai Pang Zhen Lei Mamba 73 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 38 3 0 08 Jan 2025
GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Xiaocan Chen Qilin Yin Jiarui Liu Wei Lu Xiangyang Luo Jiantao Zhou CVBM 84 0 0 18 Dec 2024
Detecting Discrepancies Between AI-Generated and Natural Images Using Uncertainty Jun Nie Yonggang Zhang Tongliang Liu Y. Cheung Bo Han Xinmei Tian UQCV 95 0 0 08 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
Exploring Depth Information for Detecting Manipulated Face Videos Haoyue Wang Sheng Li Ji He Zhenxing Qian Xinpeng Zhang Shaolin Fan CVBM 78 0 0 27 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 110 1 0 26 Nov 2024
DiMoDif: Discourse Modality-information Differentiation for Audio-visual Deepfake Detection and Localization C. Koutlis Symeon Papadopoulos 58 2 0 15 Nov 2024
DIP: Diffusion Learning of Inconsistency Pattern for General DeepFake Detection Fan Nie Jiangqun Ni Jian Zhang Bin Zhang Weizhe Zhang DiffM 39 1 0 31 Oct 2024
On Learning Multi-Modal Forgery Representation for Diffusion Generated Video Detection Xiufeng Song Xiao Guo J. Zhang Qirui Li Lei Bai Xiaoming Liu Guangtao Zhai Xiaohong Liu DiffM VGen 71 9 0 31 Oct 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 32 1 0 24 Oct 2024
Training Better Deep Learning Models Using Human Saliency Aidan Boyd Patrick J. Tinsley Kevin W. Bowyer A. Czajka 37 0 0 21 Oct 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
DPL: Cross-quality DeepFake Detection via Dual Progressive Learning Dongliang Zhang Yunfei Li Jiaran Zhou Yuezun Li 42 1 0 10 Oct 2024
Social Media Authentication and Combating Deepfakes using Semi-fragile Invisible Image Watermarking Aakash Varma Nadimpalli A. Rattani AAML WIGM 43 1 0 02 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 37 13 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 45 1 0 22 Sep 2024