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"

32 / 32 papers shown

Title
DATA: Multi-Disentanglement based Contrastive Learning for Open-World Semi-Supervised Deepfake Attribution Ming-Hui Liu Xiao-Qian Liu Xin Luo Xin-Shun Xu 51 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 46 0 0 02 May 2025
CapsFake: A Multimodal Capsule Network for Detecting Instruction-Guided Deepfakes Tuan Nguyen Naseem Khan Issa Khalil AAML 54 0 0 27 Apr 2025
Could AI Trace and Explain the Origins of AI-Generated Images and Text? Hongchao Fang Yixin Liu R. Xu Can Qin Y. Liu Feng Liu Lichao Sun Dongwon Lee Lifu Huang Wenpeng Yin DeLMO 60 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 88 8 0 03 Apr 2025
TextureCrop: Enhancing Synthetic Image Detection through Texture-based Cropping Despina Konstantinidou C. Koutlis Symeon Papadopoulos 63 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 59 3 0 23 Dec 2024
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Dragos-Alexandru Boldisor Stefan Smeu Dan Oneaţă Elisabeta Oneata 90 1 0 29 Nov 2024
Any-Resolution AI-Generated Image Detection by Spectral Learning Dimitrios Karageorgiou Symeon Papadopoulos I. Kompatsiaris Efstratios Gavves 99 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 102 0 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 67 1 0 20 Nov 2024
TIP-I2V: A Million-Scale Real Text and Image Prompt Dataset for Image-to-Video Generation Wenhao Wang Y. Yang VGen 40 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 67 8 0 31 Oct 2024
Evaluating the Effectiveness of Attack-Agnostic Features for Morphing Attack Detection Laurent Colbois S´ebastien Marcel AAML 22 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 36 6 0 26 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 35 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 52 4 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 48 19 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 36 11 0 13 Jun 2024
RIGID: A Training-free and Model-Agnostic Framework for Robust AI-Generated Image Detection Zhiyuan He Pin-Yu Chen Tsung-Yi Ho 23 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 31 12 0 07 Apr 2024
Detecting Multimedia Generated by Large AI Models: A Survey Li Lin Neeraj Gupta Yue Zhang Hainan Ren Chun-Hao Liu Feng Ding Xin Eric Wang X. Li Luisa Verdoliva Shu Hu 75 53 0 22 Jan 2024
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 109 13 0 04 Dec 2023
Online Detection of AI-Generated Images David C. Epstein Ishan Jain Oliver Wang Richard Y. Zhang 17 52 0 23 Oct 2023
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 108 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 22 87 0 13 Apr 2023
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,735 0 24 Feb 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,183 0 12 Dec 2018
Diverse Image Synthesis from Semantic Layouts via Conditional IMLE Ke Li Tianhao Zhang Jitendra Malik DiffM 156 84 0 29 Nov 2018
Learning to See in the Dark Cheng Chen Qifeng Chen Jia Xu V. Koltun 168 1,157 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 96 321 0 14 Mar 2017
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 201 14,190 0 07 Oct 2016