v1v2 (latest)

A Bias-Free Training Paradigm for More General AI-generated Image Detection

Computer Vision and Pattern Recognition (CVPR), 2024

23 December 2024

Papers citing "A Bias-Free Training Paradigm for More General AI-generated Image Detection"

50 / 55 papers shown

Title
Generalized Design Choices for Deepfake Detectors Lorenzo Pellegrini Serafino Pandolfini Davide Maltoni Matteo Ferrara Marco Prati Marco Ramilli 136 0 0 26 Nov 2025
PRADA: Probability-Ratio-Based Attribution and Detection of Autoregressive-Generated Images Simon Damm Jonas Ricker Henning Petzka Asja Fischer 141 0 0 25 Nov 2025
DinoLizer: Learning from the Best for Generative Inpainting Localization Minh Thong Doi Jan Butora V. Itier Jérémie Boulanger Patrick Bas DiffM 207 0 0 25 Nov 2025
How Noise Benefits AI-generated Image Detection Jiazhen Yan Ziqiang Li Fan Wang Kai Zeng Zhangjie Fu AAML 128 0 0 20 Nov 2025
DGS-Net: Distillation-Guided Gradient Surgery for CLIP Fine-Tuning in AI-Generated Image Detection Jiazhen Yan Ziqiang Li Fan Wang Boyu Wang Zhangjie Fu 144 0 0 17 Nov 2025
Data-Driven Analysis of Intersectional Bias in Image Classification: A Framework with Bias-Weighted Augmentation Farjana Yesmin 73 0 0 17 Oct 2025
Monte Carlo-Type Neural Operator for Differential Equations Salah Eddine Choutri Prajwal Chauhan Othmane Mazhar Saif Eddin Jabari 95 0 0 07 Oct 2025
GAMMA: Generalizable Alignment via Multi-task and Manipulation-Augmented Training for AI-Generated Image Detection Haozhen Yan Yan Hong Suning Lang Jiahui Zhan Yikun Ji yujie Gao Jun Lan H. Zhu Weiqiang Wang Jianfu Zhang 92 1 0 12 Sep 2025
Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection Shibo Yao Renshuai Tao Xiaolong Zheng Chao Liang Chunjie Zhang 142 0 0 13 Aug 2025
NS-Net: Decoupling CLIP Semantic Information through NULL-Space for Generalizable AI-Generated Image Detection Jiazhen Yan Fan Wang Weiwei Jiang Ziqiang Li Zhangjie Fu DiffM 156 4 0 02 Aug 2025
Seeing What Matters: Generalizable AI-generated Video Detection with Forensic-Oriented Augmentation Riccardo Corvi D. Cozzolino Ekta Prashnani Shalini De Mello Koki Nagano L. Verdoliva ViT 284 1 0 20 Jun 2025
Advance Fake Video Detection via Vision TransformersInformation Hiding and Multimedia Security Workshop (IH&MMSec), 2025 Joy Battocchio S. Dell’Anna Andrea Montibeller Giulia Boato ViT VGen 211 1 0 29 Apr 2025
Revealing the Implicit Noise-based Imprint of Generative Models Xinghan Li Yue Yu Yue Yu Haijun Shan Haijun Shan 219 1 0 12 Mar 2025
Community Forensics: Using Thousands of Generators to Train Fake Image DetectorsComputer Vision and Pattern Recognition (CVPR), 2024 Jeongsoo Park Andrew Owens 320 17 0 06 Nov 2024
Randomized Autoregressive Visual Generation Qihang Yu Ju He XueQing Deng Xiaohui Shen Liang-Chieh Chen VGen DiffM 286 80 1 01 Nov 2024
Evolution of Detection Performance throughout the Online Lifespan of Synthetic Images Dimitrios Karageorgiou Quentin Bammey Valentin Porcellini Bertrand Goupil Denis Teyssou Symeon Papadopoulos 212 5 0 21 Aug 2024
C2P-CLIP: Injecting Category Common Prompt in CLIP to Enhance Generalization in Deepfake DetectionAAAI Conference on Artificial Intelligence (AAAI), 2024 Chuangchuang Tan Renshuai Tao Huan Liu Guanghua Gu Baoyuan Wu Yao Zhao Yunchao Wei VLM 228 50 0 19 Aug 2024
Contrasting Deepfakes Diffusion via Contrastive Learning and Global-Local SimilaritiesEuropean Conference on Computer Vision (ECCV), 2024 Lorenzo Baraldi Federico Cocchi Marcella Cornia Lorenzo Baraldi Alessandro Nicolosi Rita Cucchiara 210 28 0 29 Jul 2024
When Synthetic Traces Hide Real Content: Analysis of Stable Diffusion Image Laundering S. Mandelli Paolo Bestagini Stefano Tubaro DiffM 168 11 0 15 Jul 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 456 91 0 27 Jun 2024
Autoregressive Image Generation without Vector Quantization Tianhong Li Yonglong Tian He Li Mingyang Deng Kaiming He DiffM 400 438 0 17 Jun 2024
Real-Time Deepfake Detection in the Real-World Bar Cavia Eliahu Horwitz Tal Reiss Yedid Hoshen 244 24 0 13 Jun 2024
FakeInversion: Learning to Detect Images from Unseen Text-to-Image Models by Inverting Stable Diffusion George Cazenavette Avneesh Sud Thomas Leung Ben Usman DiffM 204 48 0 12 Jun 2024
Faster Than Lies: Real-time Deepfake Detection using Binary Neural Networks Lanzino Romeo Fontana Federico Diko Anxhelo Marini Marco Raoul Cinque Luigi 225 40 0 07 Jun 2024
Synthetic Image Verification in the Era of Generative AI: What Works and What Isn't There Yet D. Tariang Riccardo Corvi D. Cozzolino Giovanni Poggi Koki Nagano L. Verdoliva 219 10 0 30 Apr 2024
FakeBench: Uncover the Achilles' Heels of Fake Images with Large Multimodal Models Yixuan Li Xuelin Liu Xiaoyang Wang Shiqi Wang Weisi Lin 246 2 0 20 Apr 2024
Fake or JPEG? Revealing Common Biases in Generated Image Detection Datasets Patrick Grommelt Louis Weiss Franz-Josef Pfreundt J. Keuper 228 32 0 26 Mar 2024
A Decade's Battle on Dataset Bias: Are We There Yet?International Conference on Learning Representations (ICLR), 2024 Zhuang Liu Kaiming He 223 49 0 13 Mar 2024
Leveraging Representations from Intermediate Encoder-blocks for Synthetic Image Detection C. Koutlis Symeon Papadopoulos 255 43 0 29 Feb 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 Xin Li Luisa Verdoliva Shu Hu 753 88 0 22 Jan 2024
Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection Huan Liu Zichang Tan Chuangchuang Tan Yunchao Wei Yao-Min Zhao Jingdong Wang ViT 201 116 0 27 Dec 2023
Raising the Bar of AI-generated Image Detection with CLIP D. Cozzolino Giovanni Poggi Riccardo Corvi Matthias Nießner L. Verdoliva VLM 267 128 0 30 Nov 2023
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors You-Ming Chang Chen Yeh Wei-Chen Chiu Ning Yu VPVLM VLM 309 47 0 26 Oct 2023
Vision Transformers Need RegistersInternational Conference on Learning Representations (ICLR), 2023 Zilong Chen Maxime Oquab Julien Mairal Huaping Liu ViT 324 579 0 28 Sep 2023
Identifying and Mitigating the Security Risks of Generative AI Clark W. Barrett Bradley L Boyd Ellie Burzstein Nicholas Carlini Brad Chen ... Zulfikar Ramzan Khawaja Shams Basel Alomair Ankur Taly Diyi Yang SILM 293 119 0 28 Aug 2023
GenImage: A Million-Scale Benchmark for Detecting AI-Generated ImageNeural Information Processing Systems (NeurIPS), 2023 Mingjian Zhu Hanting Chen Qiang Yan Xu Huang Guanyu Lin Wei Li Zhaopeng Tu Hailin Hu Jie Hu Yunhe Wang VLM 203 233 0 14 Jun 2023
Art and the science of generative AI: A deeper diveScience (Science), 2023 Ziv Epstein Aaron Hertzmann L. Herman Robert Mahari M. Frank ... Jessica Fjeld Hany Farid Neil Leach Alex Pentland Olga Russakovsky 217 462 0 07 Jun 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Edouard Grave Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 974 5,637 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 266 137 0 13 Apr 2023
Sigmoid Loss for Language Image Pre-TrainingIEEE International Conference on Computer Vision (ICCV), 2023 Xiaohua Zhai Basil Mustafa Alexander Kolesnikov Lucas Beyer CLIP VLM 1.1K 2,064 0 27 Mar 2023
DIRE for Diffusion-Generated Image DetectionIEEE International Conference on Computer Vision (ICCV), 2023 Zhendong Wang Jianmin Bao Wen-gang Zhou Weilun Wang Hezhen Hu Hong Chen Houqiang Li 173 358 0 16 Mar 2023
Towards Universal Fake Image Detectors that Generalize Across Generative ModelsComputer Vision and Pattern Recognition (CVPR), 2023 Utkarsh Ojha Yuheng Li Yong Jae Lee 289 393 0 20 Feb 2023
Diffusion Probabilistic Model Made SlimComputer Vision and Pattern Recognition (CVPR), 2022 Xingyi Yang Daquan Zhou Jiashi Feng Xinchao Wang DiffM 267 129 0 27 Nov 2022
On the detection of synthetic images generated by diffusion modelsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Riccardo Corvi D. Cozzolino Giada Zingarini Giovanni Poggi Koki Nagano L. Verdoliva 310 304 0 01 Nov 2022
DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation ModelsConference on Computer and Communications Security (CCS), 2022 Zeyang Sha Zheng Li Ning Yu Yang Zhang DiffM 176 191 0 13 Oct 2022
Multimodal Image Synthesis and Editing: The Generative AI EraIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Fangneng Zhan Yingchen Yu Rongliang Wu Jiahui Zhang Shijian Lu Lingjie Liu Adam Kortylewski Christian Theobalt Eric Xing EGVM 514 77 0 27 Dec 2021
Are GAN generated images easy to detect? A critical analysis of the state-of-the-artIEEE International Conference on Multimedia and Expo (ICME), 2021 Diego Gragnaniello D. Cozzolino Francesco Marra Giovanni Poggi L. Verdoliva 234 205 0 06 Apr 2021
Learning Transferable Visual Models From Natural Language SupervisionInternational Conference on Machine Learning (ICML), 2021 Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.9K 39,877 0 26 Feb 2021
Watch your Up-Convolution: CNN Based Generative Deep Neural Networks are Failing to Reproduce Spectral DistributionsComputer Vision and Pattern Recognition (CVPR), 2020 Ricard Durall Margret Keuper J. Keuper 179 415 0 03 Mar 2020
CNN-generated images are surprisingly easy to spot... for nowComputer Vision and Pattern Recognition (CVPR), 2019 Sheng-Yu Wang Oliver Wang Richard Y. Zhang Andrew Owens Alexei A. Efros OOD 484 1,205 0 23 Dec 2019