Any-Resolution AI-Generated Image Detection by Spectral Learning

28 November 2024

Dimitrios Karageorgiou

Papers citing "Any-Resolution AI-Generated Image Detection by Spectral Learning"

50 / 59 papers shown

Title
TextureCrop: Enhancing Synthetic Image Detection through Texture-based Cropping Despina Konstantinidou C. Koutlis Symeon Papadopoulos 98 3 0 17 Jan 2025
AutoLoRA: AutoGuidance Meets Low-Rank Adaptation for Diffusion Models Artur Kasymov Marcin Sendera Michał Stypułkowski Maciej Ziȩba Przemysław Spurek 106 1 0 04 Oct 2024
Zero-Shot Detection of AI-Generated Images D. Cozzolino Giovanni Poggi Matthias Nießner L. Verdoliva 106 13 0 24 Sep 2024
Evolution of Detection Performance throughout the Online Lifespan of Synthetic Images Dimitrios Karageorgiou Quentin Bammey Valentin Porcellini Bertrand Goupil Denis Teyssou Symeon Papadopoulos 86 2 0 21 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
FakeInversion: Learning to Detect Images from Unseen Text-to-Image Models by Inverting Stable Diffusion George Cazenavette Avneesh Sud Thomas Leung Ben Usman DiffM 46 19 0 12 Jun 2024
RIGID: A Training-free and Model-Agnostic Framework for Robust AI-Generated Image Detection Zhiyuan He Pin-Yu Chen Tsung-Yi Ho 61 12 0 30 May 2024
ART: Automatic Red-teaming for Text-to-Image Models to Protect Benign Users Guanlin Li Kangjie Chen Shudong Zhang Jie Zhang Tianwei Zhang EGVM 65 12 0 24 May 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 92 8 0 30 Apr 2024
SIDBench: A Python Framework for Reliably Assessing Synthetic Image Detection Methods Manos Schinas Symeon Papadopoulos VLM EGVM 55 8 0 29 Apr 2024
HIRI-ViT: Scaling Vision Transformer with High Resolution Inputs Ting Yao Yehao Li Yingwei Pan Tao Mei ViT 59 21 0 18 Mar 2024
Controllable Generation with Text-to-Image Diffusion Models: A Survey Pu Cao Feng Zhou Qing-Huang Song Lu Yang 113 38 0 07 Mar 2024
Scaling Rectified Flow Transformers for High-Resolution Image Synthesis Patrick Esser Sumith Kulal A. Blattmann Rahim Entezari Jonas Muller ... Zion English Kyle Lacey Alex Goodwin Yannik Marek Robin Rombach DiffM 251 1,301 0 05 Mar 2024
Leveraging Representations from Intermediate Encoder-blocks for Synthetic Image Detection C. Koutlis Symeon Papadopoulos 70 19 0 29 Feb 2024
Misalignment-Robust Frequency Distribution Loss for Image Transformation Zhangkai Ni Juncheng Wu Zian Wang Wenhan Yang Hanli Wang Lin Ma 58 4 0 28 Feb 2024
AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error Jonas Ricker Denis Lukovnikov Asja Fischer 96 38 0 31 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 Eric Wang Xin Li Luisa Verdoliva Shu Hu 127 62 0 22 Jan 2024
Frequency Masking for Universal Deepfake Detection Chandler Timm C. Doloriel Ngai-Man Cheung 60 15 0 12 Jan 2024
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
Shadows Don't Lie and Lines Can't Bend! Generative Models don't know Projective Geometry...for now Ayush Sarkar Hanlin Mai Amitabh Mahapatra Svetlana Lazebnik D. A. Forsyth Anand Bhattad GAN 45 37 0 28 Nov 2023
PatchCraft: Exploring Texture Patch for Efficient AI-generated Image Detection Nan Zhong Yiran Xu Sheng Li Zhenxing Qian Xinpeng Zhang 63 31 0 21 Nov 2023
SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis Dustin Podell Zion English Kyle Lacey A. Blattmann Tim Dockhorn Jonas Muller Joe Penna Robin Rombach 205 2,351 0 04 Jul 2023
Mix-of-Show: Decentralized Low-Rank Adaptation for Multi-Concept Customization of Diffusion Models Yuchao Gu Xintao Wang Jay Zhangjie Wu Yujun Shi Yunpeng Chen ... Shuning Chang Wei Wu Yixiao Ge Ying Shan Mike Zheng Shou DiffM 91 174 0 29 May 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 294 3,383 0 14 Apr 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
Text-to-image Diffusion Models in Generative AI: A Survey Chenshuang Zhang Chaoning Zhang Mengchun Zhang In So Kweon VLM 80 275 0 14 Mar 2023
Scaling up GANs for Text-to-Image Synthesis Minguk Kang Jun-Yan Zhu Richard Y. Zhang Jaesik Park Eli Shechtman Sylvain Paris Taesung Park 73 471 0 09 Mar 2023
Towards Universal Fake Image Detectors that Generalize Across Generative Models Utkarsh Ojha Yuheng Li Yong Jae Lee 47 230 0 20 Feb 2023
On the detection of synthetic images generated by diffusion models Riccardo Corvi D. Cozzolino Giada Zingarini Giovanni Poggi Koki Nagano L. Verdoliva 156 233 0 01 Nov 2022
DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation Models Zeyang Sha Zheng Li Ning Yu Yang Zhang DiffM 75 131 0 13 Oct 2022
Diffusion Models in Vision: A Survey Florinel-Alin Croitoru Vlad Hondru Radu Tudor Ionescu M. Shah DiffM VLM MedIm 240 1,217 0 10 Sep 2022
Lighting (In)consistency of Paint by Text Hany Farid 35 32 0 27 Jul 2022
Perspective (In)consistency of Paint by Text Hany Farid DiffM 52 37 0 27 Jun 2022
Masked Frequency Modeling for Self-Supervised Visual Pre-Training Jiahao Xie Wei Li Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy 47 73 0 15 Jun 2022
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness Tri Dao Daniel Y. Fu Stefano Ermon Atri Rudra Christopher Ré VLM 202 2,214 0 27 May 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 360 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
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 255 30,108 0 01 Mar 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 388 15,454 0 20 Dec 2021
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 313 3,594 0 20 Dec 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 383 10,301 0 17 Jun 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 861 29,341 0 26 Feb 2021
The Forchheim Image Database for Camera Identification in the Wild Benjamin Hadwiger Christian Riess 43 41 0 04 Nov 2020
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 593 40,961 0 22 Oct 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 556 18,008 0 19 Jun 2020
Leveraging Frequency Analysis for Deep Fake Image Recognition Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 66 552 0 19 Mar 2020
Watch your Up-Convolution: CNN Based Generative Deep Neural Networks are Failing to Reproduce Spectral Distributions Ricard Durall Margret Keuper J. Keuper 69 337 0 03 Mar 2020
Global Texture Enhancement for Fake Face Detection in the Wild Zhengzhe Liu Xiaojuan Qi Philip Torr CVBM 49 289 0 01 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
DM-GAN: Dynamic Memory Generative Adversarial Networks for Text-to-Image Synthesis Minfeng Zhu Pingbo Pan Wei Chen Yi Yang GAN 52 580 0 02 Apr 2019