Methods and Trends in Detecting Generated Images: A Comprehensive Review

24 February 2025

Papers citing "Methods and Trends in Detecting Generated Images: A Comprehensive Review"

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Title
Community Forensics: Using Thousands of Generators to Train Fake Image Detectors Jeongsoo Park Andrew Owens 67 4 0 06 Nov 2024
HyperDet: Generalizable Detection of Synthesized Images by Generating and Merging A Mixture of Hyper LoRAs Huangsen Cao Yongwei Wang Yinfeng Liu Sixian Zheng Kangtao Lv Zhimeng Zhang Bo Zhang Xin Ding Fei Wu 80 1 0 08 Oct 2024
Improving Synthetic Image Detection Towards Generalization: An Image Transformation Perspective Ouxiang Li Jiayin Cai Y. Hao Xiaolong Jiang Feng-Long Xie Fuli Feng AAML 50 9 0 13 Aug 2024
A Sanity Check for AI-generated Image Detection Shilin Yan Ouxiang Li Jiayin Cai Y. Hao Xiaolong Jiang Feng-Long Xie Weidi Xie VLM 97 33 0 27 Jun 2024
Mixture of Low-rank Experts for Transferable AI-Generated Image Detection Zihan Liu Hanyi Wang Yaoyu Kang Shilin Wang MoE 61 13 0 07 Apr 2024
Artifact Feature Purification for Cross-domain Detection of AI-generated Images Zheling Meng Bo Peng Jing Dong Tieniu Tan 117 4 0 17 Mar 2024
Leveraging Representations from Intermediate Encoder-blocks for Synthetic Image Detection C. Koutlis Symeon Papadopoulos 70 19 0 29 Feb 2024
A Single Simple Patch is All You Need for AI-generated Image Detection Jiaxuan Chen Jieteng Yao Li Niu 30 25 0 02 Feb 2024
Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection Huan Liu Zichang Tan Chuangchuang Tan Yunchao Wei Yao-Min Zhao Jingdong Wang ViT 52 50 0 27 Dec 2023
GenDet: Towards Good Generalizations for AI-Generated Image Detection Mingjian Zhu Hanting Chen Mouxiao Huang Wei Li Hailin Hu Jie Hu Yunhe Wang 58 19 0 12 Dec 2023
Raising the Bar of AI-generated Image Detection with CLIP D. Cozzolino Giovanni Poggi Riccardo Corvi Matthias Nießner L. Verdoliva VLM 61 78 0 30 Nov 2023
PatchCraft: Exploring Texture Patch for Efficient AI-generated Image Detection Nan Zhong Yiran Xu Sheng Li Zhenxing Qian Xinpeng Zhang 63 30 0 21 Nov 2023
GenImage: A Million-Scale Benchmark for Detecting AI-Generated Image Mingjian Zhu Hanting Chen Qiang Yan Xu Huang Guanyu Lin Wei Li Zhaopeng Tu Hailin Hu Jie Hu Yunhe Wang VLM 51 138 0 14 Jun 2023
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 161 30 0 23 May 2023
CIFAKE: Image Classification and Explainable Identification of AI-Generated Synthetic Images Jordan J. Bird Ahmad Lotfi DiffM 48 117 0 24 Mar 2023
DIRE for Diffusion-Generated Image Detection Zhendong Wang Jianmin Bao Wen-gang Zhou Weilun Wang Hezhen Hu Hong Chen Houqiang Li 69 214 0 16 Mar 2023
ArtiFact: A Large-Scale Dataset with Artificial and Factual Images for Generalizable and Robust Synthetic Image Detection Md Awsafur Rahman Bishmoy Paul Najibul Haque Sarker Zaber Ibn Abdul Hakim S. Fattah 39 32 0 23 Feb 2023
Towards Universal Fake Image Detectors that Generalize Across Generative Models Utkarsh Ojha Yuheng Li Yong Jae Lee 47 230 0 20 Feb 2023
General GAN-generated image detection by data augmentation in fingerprint domain Huaming Wang Jianwei Fei Yunshu Dai Lingyun Leng Zhihua Xia 53 5 0 27 Dec 2022
Unfolding Local Growth Rate Estimates for (Almost) Perfect Adversarial Detection P. Lorenz Margret Keuper J. Keuper AAML 39 7 0 13 Dec 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 353 6,854 0 13 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 54 68 0 26 Mar 2022
Detecting GAN-generated Images by Orthogonal Training of Multiple CNNs S. Mandelli Nicolo Bonettini Paolo Bestagini Stefano Tubaro 52 49 0 04 Mar 2022
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 304 3,582 0 20 Dec 2021
Learning to Disentangle GAN Fingerprint for Fake Image Attribution Tianyun Yang Juan Cao Qiang Sheng Lei Li Jiaqi Ji Xirong Li Sheng Tang 46 20 0 16 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 183 7,818 0 11 May 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 828 29,341 0 26 Feb 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 385 4,937 0 24 Feb 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 557 40,961 0 22 Oct 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 216 7,350 0 06 Oct 2020
What makes fake images detectable? Understanding properties that generalize Lucy Chai David Bau Ser-Nam Lim Phillip Isola AAML WIGM 81 309 0 24 Aug 2020
Detection, Attribution and Localization of GAN Generated Images Michael Goebel L. Nataraj Tejaswi Nanjundaswamy Tajuddin Manhar Mohammed S. Chandrasekaran B. S. Manjunath GAN 52 37 0 20 Jul 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 530 18,008 0 19 Jun 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 363 10,591 0 17 Feb 2020
CNN-generated images are surprisingly easy to spot... for now Sheng-Yu Wang Oliver Wang Richard Y. Zhang Andrew Owens Alexei A. Efros OOD 137 978 0 23 Dec 2019
Score-CAM: Score-Weighted Visual Explanations for Convolutional Neural Networks Mehdi Neshat Zifan Wang Bradley Alexander Fan Yang Zijian Zhang Sirui Ding Markus Wagner Xia Hu FAtt 86 1,066 0 03 Oct 2019
Detecting and Simulating Artifacts in GAN Fake Images Xu-Yao Zhang Svebor Karaman Shih-Fu Chang 90 485 0 15 Jul 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 131 18,106 0 28 May 2019
Semantic Image Synthesis with Spatially-Adaptive Normalization Taesung Park Ming-Yuan Liu Ting-Chun Wang Jun-Yan Zhu 137 2,685 0 18 Mar 2019
Detecting GAN generated Fake Images using Co-occurrence Matrices L. Nataraj Tajuddin Manhar Mohammed S. Chandrasekaran A. Flenner Jawadul H. Bappy Amit K. Roy-Chowdhury B. S. Manjunath GAN 71 270 0 15 Mar 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 92 2,075 0 25 Jan 2019
Do GANs leave artificial fingerprints? Francesco Marra Diego Gragnaniello L. Verdoliva Giovanni Poggi GAN 55 322 0 31 Dec 2018
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 532 10,540 0 12 Dec 2018
Diverse Image Synthesis from Semantic Layouts via Conditional IMLE Ke Li Tianhao Zhang Jitendra Malik DiffM 192 88 0 29 Nov 2018
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 240 5,391 0 28 Sep 2018
Noiseprint: a CNN-based camera model fingerprint D. Cozzolino L. Verdoliva 61 378 0 25 Aug 2018
Learning to See in the Dark Cheng Chen Qifeng Chen Jia Xu V. Koltun 278 1,183 0 04 May 2018
Image Transformer Niki Parmar Ashish Vaswani Jakob Uszkoreit Lukasz Kaiser Noam M. Shazeer Alexander Ku Dustin Tran ViT 126 1,679 0 15 Feb 2018
StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation Yunjey Choi Min-Je Choi M. Kim Jung-Woo Ha Sunghun Kim Jaegul Choo GAN 123 3,553 0 24 Nov 2017
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 119 7,351 0 27 Oct 2017