Are GAN generated images easy to detect? A critical analysis of the state-of-the-art

6 April 2021

Papers citing "Are GAN generated images easy to detect? A critical analysis of the state-of-the-art"

33 / 33 papers shown

Title
Noise-Informed Diffusion-Generated Image Detection with Anomaly Attention Weinan Guan Wei Wang Bo Peng Ziwen He Jing Dong Haonan Cheng DiffM 19 0 0 20 Jun 2025
Composite Data Augmentations for Synthetic Image Detection Against Real-World Perturbations Efthymia Amarantidou C. Koutlis Symeon Papadopoulos P. Petrantonakis 19 0 0 13 Jun 2025
RAID: A Dataset for Testing the Adversarial Robustness of AI-Generated Image Detectors Hicham Eddoubi Jonas Ricker Federico Cocchi Lorenzo Baraldi Angelo Sotgiu ... Marcella Cornia Lorenzo Baraldi Asja Fischer Rita Cucchiara Battista Biggio AAML 149 0 0 04 Jun 2025
Security Benefits and Side Effects of Labeling AI-Generated Images Sandra Höltervennhoff Jonas Ricker Maike M. Raphael Charlotte Schwedes Rebecca Weil Asja Fischer Thorsten Holz Lea Schonherr Sascha Fahl 62 0 0 28 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 96 0 0 02 May 2025
Synthetic Art Generation and DeepFake Detection A Study on Jamini Roy Inspired Dataset Kushal Agrawal Romi Banerjee 78 1 0 29 Mar 2025
Data-Free Model-Related Attacks: Unleashing the Potential of Generative AI Dayong Ye Tianqing Zhu Shang Wang B. Liu Lefei Zhang Wanlei Zhou Yanmei Zhang AAML SILM 110 0 0 28 Jan 2025
TextureCrop: Enhancing Synthetic Image Detection through Texture-based Cropping Despina Konstantinidou C. Koutlis Symeon Papadopoulos 152 3 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 167 7 0 23 Dec 2024
On Learning Multi-Modal Forgery Representation for Diffusion Generated Video Detection Xiufeng Song Xiao Guo Junxuan Zhang Qirui Li Lei Bai Xiaoming Liu Guangtao Zhai Xiaohong Liu VGen DiffM 180 12 0 31 Oct 2024
LaWa: Using Latent Space for In-Generation Image Watermarking Ahmad Rezaei Mohammad Akbari Saeed Ranjbar Alvar Arezou Fatemi Yong Zhang WIGM 100 17 0 11 Aug 2024
RIGID: A Training-free and Model-Agnostic Framework for Robust AI-Generated Image Detection Zhiyuan He Pin-Yu Chen Tsung-Yi Ho 103 13 0 30 May 2024
PatchCraft: Exploring Texture Patch for Efficient AI-generated Image Detection Nan Zhong Yiran Xu Sheng Li Zhenxing Qian Xinpeng Zhang 130 34 0 21 Nov 2023
Nepotistically Trained Generative-AI Models Collapse Matyáš Boháček Hany Farid 109 19 0 20 Nov 2023
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 207 30 0 23 May 2023
AutoSplice: A Text-prompt Manipulated Image Dataset for Media Forensics Shan Jia Mingzhen Huang Zhou Zhou Yan Ju Jialing Cai Siwei Lyu DiffM 100 32 0 14 Apr 2023
Intriguing properties of synthetic images: from generative adversarial networks to diffusion models Riccardo Corvi D. Cozzolino Giovanni Poggi Koki Nagano L. Verdoliva DiffM 118 95 0 13 Apr 2023
The Stable Signature: Rooting Watermarks in Latent Diffusion Models Pierre Fernandez Guillaume Couairon Hervé Jégou Matthijs Douze Teddy Furon WIGM 131 198 0 27 Mar 2023
GLFF: Global and Local Feature Fusion for AI-synthesized Image Detection Yan Ju Shan Jia Jia Cai Haiying Guan Siwei Lyu CVBM 118 29 0 16 Nov 2022
Black-Box Attack against GAN-Generated Image Detector with Contrastive Perturbation Zijie Lou Gang Cao Ma Lin AAML 60 6 0 07 Nov 2022
On the detection of synthetic images generated by diffusion models Riccardo Corvi D. Cozzolino Giada Zingarini Giovanni Poggi Koki Nagano L. Verdoliva 207 240 0 01 Nov 2022
Towards the Detection of Diffusion Model Deepfakes Jonas Ricker Simon Damm Thorsten Holz Asja Fischer DiffM 129 107 0 26 Oct 2022
Data Feedback Loops: Model-driven Amplification of Dataset Biases Rohan Taori Tatsunori B. Hashimoto 126 48 0 08 Sep 2022
DepthFake: a depth-based strategy for detecting Deepfake videos Luca Maiano Lorenzo Papa Ketbjano Vocaj Irene Amerini 80 10 0 23 Aug 2022
Robust and Large-Payload DNN Watermarking via Fixed, Distribution-Optimized, Weights B. Tondi Andrea Costanzo Mauro Barni 28 3 0 23 Aug 2022
An Architecture for the detection of GAN-generated Flood Images with Localization Capabilities Jun Wang Omran Alamayreh B. Tondi Mauro Barni AI4CE 51 2 0 14 May 2022
An Overview of Recent Work in Media Forensics: Methods and Threats Kratika Bhagtani A. Yadav Emily R. Bartusiak Ziyue Xiang Ruiting Shao Sriram Baireddy Edward J. Delp AAML 94 25 0 26 Apr 2022
Fusing Global and Local Features for Generalized AI-Synthesized Image Detection Yan Ju Shan Jia Lipeng Ke Hongfei Xue Koki Nagano Siwei Lyu 102 69 0 26 Mar 2022
Detecting GAN-generated Images by Orthogonal Training of Multiple CNNs S. Mandelli Nicolo Bonettini Paolo Bestagini Stefano Tubaro 91 49 0 04 Mar 2022
GAN-generated Faces Detection: A Survey and New Perspectives Xin Wang Hui Guo Shu Hu Ming-Ching Chang Siwei Lyu CVBM 120 65 0 15 Feb 2022
Towards Universal GAN Image Detection D. Cozzolino Diego Gragnaniello Giovanni Poggi L. Verdoliva 135 31 0 23 Dec 2021
Self-supervised GAN Detector Yonghyun Jeong Doyeon Kim Pyounggeon Kim Youngmin Ro Jongwon Choi 54 3 0 12 Nov 2021
SpoC: Spoofing Camera Fingerprints D. Cozzolino Justus Thies Andreas Rossler Matthias Nießner L. Verdoliva 87 39 0 27 Nov 2019