DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection

4 July 2023

Yong Zhang

Papers citing "DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection"

40 / 40 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 17 0 0 16 May 2025
DFA-CON: A Contrastive Learning Approach for Detecting Copyright Infringement in DeepFake Art Haroon Wahab Hassan Ugail Irfan Mehmood AAML 34 0 0 13 May 2025
Robust AI-Generated Face Detection with Imbalanced Data Yamini Sri Krubha Aryana Hou Braden Vester Web Walker Qing Guo Li Lin Shu Hu 29 0 0 04 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 41 0 0 07 Apr 2025
SketchVideo: Sketch-based Video Generation and Editing Feng-Lin Liu Hongbo Fu Xintao Wang Weicai Ye Pengfei Wan Di Zhang Lin Gao DiffM VGen 45 0 0 30 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
Unlocking the Hidden Potential of CLIP in Generalizable Deepfake Detection Andrii Yermakov Jan Cech Jiri Matas AAML CLIP 58 1 0 25 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 60 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 59 0 0 11 Mar 2025
PDA: Generalizable Detection of AI-Generated Images via Post-hoc Distribution Alignment Li Wang Wenyu Chen Zheng Li Shanqing Guo 41 0 0 15 Feb 2025
Exploring Active Data Selection Strategies for Continuous Training in Deepfake Detection Yoshihiko Furuhashi Junichi Yamagishi Xin Eric Wang H. Nguyen Isao Echizen 42 0 0 11 Feb 2025
DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection MD Sadik Hossain Shanto Mahir Labib Dihan Souvik Ghosh Riad Ahmed Anonto Hafijul Hoque Chowdhury ... Rakib Ahsan Md Tanvir Hassan MD Roqunuzzaman Sojib Sheikh Azizul Hakim M. Saifur Rahman CVBM 71 0 0 28 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
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 89 3 0 29 Nov 2024
Forensics Adapter: Adapting CLIP for Generalizable Face Forgery Detection Xinjie Cui Y. 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 80 5 0 26 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
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
A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense Reasoning Niki Maria Foteinopoulou Enjie Ghorbel Djamila Aouada 21 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 31 13 0 22 Sep 2024
Active Fake: DeepFake Camouflage Pu Sun Honggang Qi Yuezun Li PICV 37 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 40 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
ED $^4$ : Explicit Data-level Debiasing for Deepfake Detection Jikang Cheng Ying Zhang Qin Zou Zhiyuan Yan Chao Liang Zhongyuan Wang Chen Li AAML 28 3 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
The Tug-of-War Between Deepfake Generation and Detection Hannah Lee Changyeon Lee Kevin Farhat Lin Qiu Steve Geluso Aerin Kim O. Etzioni 34 1 0 08 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
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark Li Lin Santosh Xin Wang Shu Hu Shu Hu EGVM 81 11 0 02 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
Diffusion Deepfake Chaitali Bhattacharyya Hanxiao Wang Feng Zhang Sung-Ha Kim Xiatian Zhu 24 5 0 02 Apr 2024
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 45 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 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 27 9 0 02 Nov 2023
Security and Privacy on Generative Data in AIGC: A Survey Tao Wang Yushu Zhang Shuren Qi Ruoyu Zhao Zhihua Xia Jian Weng 56 44 0 18 Sep 2023
ForensicsForest Family: A Series of Multi-scale Hierarchical Cascade Forests for Detecting GAN-generated Faces Jiucui Lu Jiaran Zhou Junyu Dong Bin Li Siwei Lyu Yuezun Li CVBM 13 1 0 02 Aug 2023
UCF: Uncovering Common Features for Generalizable Deepfake Detection Zhiyuan Yan Yong Zhang Yanbo Fan Baoyuan Wu 59 98 0 27 Apr 2023
M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection Junke Wang Zuxuan Wu Wenhao Ouyang Xintong Han Jingjing Chen Ser-Nam Lim Yu-Gang Jiang ViT 107 257 0 20 Apr 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 162 360 0 02 Mar 2021
Deep High-Resolution Representation Learning for Visual Recognition Jingdong Wang Ke Sun Tianheng Cheng Borui Jiang Chaorui Deng ... Yadong Mu Mingkui Tan Xinggang Wang Wenyu Liu Bin Xiao 195 3,531 0 20 Aug 2019
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 206 14,368 0 07 Oct 2016