Towards Universal Fake Image Detectors that Generalize Across Generative Models

20 February 2023

Papers citing "Towards Universal Fake Image Detectors that Generalize Across Generative Models"

47 / 47 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
DRAGON: A Large-Scale Dataset of Realistic Images Generated by Diffusion Models Giulia Bertazzini Daniele Baracchi Dasara Shullani Isao Echizen Alessandro Piva 27 0 0 16 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
Where's the liability in the Generative Era? Recovery-based Black-Box Detection of AI-Generated Content Haoyue Bai Yiyou Sun Wei Cheng Haifeng Chen AAML 51 0 0 02 May 2025
CapsFake: A Multimodal Capsule Network for Detecting Instruction-Guided Deepfakes Tuan Nguyen Naseem Khan Issa Khalil AAML 64 0 0 27 Apr 2025
Manifold Induced Biases for Zero-shot and Few-shot Detection of Generated Images Jonathan Brokman Amit Giloni Omer Hofman Roman Vainshtein Hisashi Kojima Guy Gilboa 28 2 0 21 Apr 2025
Towards Explainable Fake Image Detection with Multi-Modal Large Language Models Yikun Ji Y. Hong Jiahui Zhan H. Chen Jun Lan Huijia Zhu Weiqiang Wang L. Zhang Jianfu Zhang MLLM LRM 51 0 0 19 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
Could AI Trace and Explain the Origins of AI-Generated Images and Text? Hongchao Fang Yixin Liu Ran Xu Can Qin Yong-Jin Liu Feng Liu Lichao Sun Dongwon Lee Lifu Huang Wenpeng Yin DeLMO 68 0 0 05 Apr 2025
GPT-ImgEval: A Comprehensive Benchmark for Diagnosing GPT4o in Image Generation Zhiyuan Yan Junyan Ye Weijia Li Zilong Huang Shenghai Yuan Xiangyang He Kaiqing Lin Jun-Jian He Conghui He Li Yuan MLLM EGVM 90 10 0 03 Apr 2025
Deepfake-Eval-2024: A Multi-Modal In-the-Wild Benchmark of Deepfakes Circulated in 2024 Nuria Alina Chandra Ryan Murtfeldt Lin Qiu Arnab Karmakar Hannah Lee ... Sejin Paik Changyeon Lee Jongwook Choi Aerin Kim O. Etzioni 61 5 0 04 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
TextureCrop: Enhancing Synthetic Image Detection through Texture-based Cropping Despina Konstantinidou C. Koutlis Symeon Papadopoulos 81 2 0 17 Jan 2025
A Bias-Free Training Paradigm for More General AI-generated Image Detection Fabrizio Guillaro Giada Zingarini Ben Usman Avneesh Sud D. Cozzolino L. Verdoliva DiffM 68 4 0 23 Dec 2024
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Dragos-Alexandru Boldisor Stefan Smeu Dan Oneaţă Elisabeta Oneata 103 1 0 29 Nov 2024
Any-Resolution AI-Generated Image Detection by Spectral Learning Dimitrios Karageorgiou Symeon Papadopoulos I. Kompatsiaris Efstratios Gavves 103 0 0 28 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
AI-generated Image Detection: Passive or Watermark? Moyang Guo Yuepeng Hu Zhengyuan Jiang Zeyu Li Amir Sadovnik Arka Daw Neil Zhenqiang Gong 80 1 0 20 Nov 2024
TIP-I2V: A Million-Scale Real Text and Image Prompt Dataset for Image-to-Video Generation Wenhao Wang Yuqing Yang VGen 47 3 0 05 Nov 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
Evaluating the Effectiveness of Attack-Agnostic Features for Morphing Attack Detection Laurent Colbois S´ebastien Marcel AAML 32 0 0 22 Oct 2024
SONICS: Synthetic Or Not -- Identifying Counterfeit Songs Md Awsafur Rahman Zaber Ibn Abdul Hakim Najibul Haque Sarker Bishmoy Paul S. Fattah 46 7 0 26 Aug 2024
Understanding Generative AI Content with Embedding Models Max Vargas Reilly Cannon A. Engel Anand D. Sarwate Tony Chiang 52 3 0 19 Aug 2024
Vulnerabilities in AI-generated Image Detection: The Challenge of Adversarial Attacks Yunfeng Diao Na Zhai Changtao Miao Xun Yang Meng Wang Xun Yang Meng Wang AAML 39 1 0 30 Jul 2024
Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection Vincenzo De Rosa Fabrizio Guillaro Giovanni Poggi D. Cozzolino L. Verdoliva AAML 62 5 0 28 Jul 2024
A Sanity Check for AI-generated Image Detection Shilin Yan Ouxiang Li Jiayin Cai Y. Hao Xiaolong Jiang Yao Hu Weidi Xie VLM 72 20 0 27 Jun 2024
MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs Xuannan Liu Zekun Li Peipei Li Shuhan Xia Xing Cui Linzhi Huang Huaibo Huang Weihong Deng Zhaofeng He 41 13 0 13 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
RIGID: A Training-free and Model-Agnostic Framework for Robust AI-Generated Image Detection Zhiyuan He Pin-Yu Chen Tsung-Yi Ho 44 12 0 30 May 2024
Mixture of Low-rank Experts for Transferable AI-Generated Image Detection Zihan Liu Hanyi Wang Yaoyu Kang Shilin Wang MoE 41 12 0 07 Apr 2024
Lips Are Lying: Spotting the Temporal Inconsistency between Audio and Visual in Lip-Syncing DeepFakes Weifeng Liu Tianyi She Jiawei Liu Run Wang Dongyu Yao Ziyou Liang 37 5 0 28 Jan 2024
Detecting Multimedia Generated by Large AI Models: A Survey Li Lin Neeraj Gupta Yue Zhang Hainan Ren Chun-Hao Liu Feng Ding Xin Wang Xin Li Luisa Verdoliva Shu Hu 86 57 0 22 Jan 2024
Frequency Masking for Universal Deepfake Detection Chandler Timm C. Doloriel Ngai-man Cheung 42 14 0 12 Jan 2024
Synthetic images aid the recognition of human-made art forgeries Johann Ostmeyer Ludovica Schaerf Pavel Buividovich Tessa Charles Eric Postma Carina Popovici 19 4 0 22 Dec 2023
Diversify, Don't Fine-Tune: Scaling Up Visual Recognition Training with Synthetic Images Zhuoran Yu Chenchen Zhu Sean Culatana Raghuraman Krishnamoorthi Fanyi Xiao Yong Jae Lee 117 14 0 04 Dec 2023
Tracing Hyperparameter Dependencies for Model Parsing via Learnable Graph Pooling Network Xiao Guo Vishal Asnani Sijia Liu Xiaoming Liu 27 5 0 03 Dec 2023
Raising the Bar of AI-generated Image Detection with CLIP D. Cozzolino Giovanni Poggi Riccardo Corvi Matthias Nießner L. Verdoliva VLM 29 74 0 30 Nov 2023
Online Detection of AI-Generated Images David C. Epstein Ishan Jain Oliver Wang Richard Y. Zhang 32 53 0 23 Oct 2023
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 118 27 0 23 May 2023
Intriguing properties of synthetic images: from generative adversarial networks to diffusion models Riccardo Corvi D. Cozzolino Giovanni Poggi Koki Nagano L. Verdoliva DiffM 29 89 0 13 Apr 2023
D4: Detection of Adversarial Diffusion Deepfakes Using Disjoint Ensembles Ashish Hooda Neal Mangaokar Ryan Feng Kassem Fawaz S. Jha Atul Prakash 27 11 0 11 Feb 2022
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,781 0 24 Feb 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 285 10,354 0 12 Dec 2018
Diverse Image Synthesis from Semantic Layouts via Conditional IMLE Ke Li Tianhao Zhang Jitendra Malik DiffM 170 84 0 29 Nov 2018
Learning to See in the Dark Cheng Chen Qifeng Chen Jia Xu V. Koltun 190 1,165 0 04 May 2018
Recasting Residual-based Local Descriptors as Convolutional Neural Networks: an Application to Image Forgery Detection D. Cozzolino Giovanni Poggi L. Verdoliva 101 324 0 14 Mar 2017
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 206 14,368 0 07 Oct 2016