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FIRE: Robust Detection of Diffusion-Generated Images via Frequency-Guided Reconstruction Error

10 December 2024

Papers citing "FIRE: Robust Detection of Diffusion-Generated Images via Frequency-Guided Reconstruction Error"

42 / 42 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
Towards Reliable Identification of Diffusion-based Image Manipulations Alex Costanzino Woody Bayliss Juil Sock Marc Gorriz Blanch Danijela Horak Ivan Laptev Philip Torr Fabio Pizzati DiffM 44 0 0 05 Jun 2025
LaRE $^2$ : Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection Yunpeng Luo Junlong Du Ke Yan Shouhong Ding DiffM 207 24 0 24 Feb 2025
Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Yueying Zou Peipei Li Zekun Li Huaibo Huang Xing Cui Xuannan Liu Chenghanyu Zhang Ran He DeLMO 220 3 0 07 Feb 2025
Contrasting Deepfakes Diffusion via Contrastive Learning and Global-Local Similarities Lorenzo Baraldi Federico Cocchi Marcella Cornia Lorenzo Baraldi Alessandro Nicolosi Rita Cucchiara 90 10 0 29 Jul 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 80 22 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 101 13 0 30 May 2024
FreqBlender: Enhancing DeepFake Detection by Blending Frequency Knowledge Hanzhe Li Yuezun Li Jiaran Zhou Bin Li Junyu Dong CVBM 84 14 0 22 Apr 2024
Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media Forensics Shan Jia Reilin Lyu Kangran Zhao Yize Chen Zhiyuan Yan Yan Ju Chuanbo Hu Xin Li Baoyuan Wu Siwei Lyu 127 43 0 21 Mar 2024
Exposing the Deception: Uncovering More Forgery Clues for Deepfake Detection Zhongjie Ba Qingyu Liu Zhenguang Liu Shuang Wu Feng Lin Liwang Lu Kui Ren AAML 77 40 0 04 Mar 2024
AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error Jonas Ricker Denis Lukovnikov Asja Fischer 136 40 0 31 Jan 2024
Frequency Masking for Universal Deepfake Detection Chandler Timm C. Doloriel Ngai-Man Cheung 89 16 0 12 Jan 2024
Progressive Knowledge Distillation Of Stable Diffusion XL Using Layer Level Loss Yatharth Gupta Vishnu V. Jaddipal Harish Prabhala Sayak Paul Patrick von Platen VLM 97 39 0 05 Jan 2024
Kandinsky 3.0 Technical Report V.Ya. Arkhipkin Andrei Filatov Viacheslav Vasilev Anastasia Maltseva Said Azizov Igor Pavlov Julia Agafonova Andrey Kuznetsov Denis Dimitrov DiffM 107 13 0 06 Dec 2023
Diffusion Noise Feature: Accurate and Fast Generated Image Detection Yichi Zhang Xiaogang Xu DiffM 91 13 0 05 Dec 2023
PatchCraft: Exploring Texture Patch for Efficient AI-generated Image Detection Nan Zhong Yiran Xu Sheng Li Zhenxing Qian Xinpeng Zhang 126 34 0 21 Nov 2023
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors You-Ming Chang Chen Yeh Wei-Chen Chiu Ning Yu VPVLM VLM 154 30 0 26 Oct 2023
Exposing the Fake: Effective Diffusion-Generated Images Detection Ruipeng Ma Jinhao Duan Fei Kong Xiaoshuang Shi Kaidi Xu DiffM 155 32 0 12 Jul 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 302 2,457 0 04 Jul 2023
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning Wenliang Dai Junnan Li Dongxu Li A. M. H. Tiong Junqi Zhao Weisheng Wang Boyang Albert Li Pascale Fung Steven C. H. Hoi MLLM VLM 205 2,101 0 11 May 2023
InstantBooth: Personalized Text-to-Image Generation without Test-Time Finetuning Jing Shi Wei Xiong Zhe Lin H. J. Jung DiffM 184 294 0 06 Apr 2023
Detecting and Grounding Multi-Modal Media Manipulation Rui Shao Tianxing Wu Ziwei Liu 100 68 0 05 Apr 2023
DIRE for Diffusion-Generated Image Detection Zhendong Wang Jianmin Bao Wen-gang Zhou Weilun Wang Hezhen Hu Hong Chen Houqiang Li 97 220 0 16 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.6K 14,832 0 15 Mar 2023
LAION-5B: An open large-scale dataset for training next generation image-text models Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 231 3,520 0 16 Oct 2022
DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation Nataniel Ruiz Yuanzhen Li Varun Jampani Yael Pritch Michael Rubinstein Kfir Aberman 304 2,904 0 25 Aug 2022
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding Chitwan Saharia William Chan Saurabh Saxena Lala Li Jay Whang ... Raphael Gontijo-Lopes Tim Salimans Jonathan Ho David J Fleet Mohammad Norouzi VLM 543 6,102 0 23 May 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 502 6,941 0 13 Apr 2022
Pseudo Numerical Methods for Diffusion Models on Manifolds Luping Liu Yi Ren Zhijie Lin Zhou Zhao DiffM 156 657 0 20 Feb 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 603 15,845 0 20 Dec 2021
ADD: Frequency Attention and Multi-View based Knowledge Distillation to Detect Low-Quality Compressed Deepfake Images B. Le Simon S. Woo AAML 92 83 0 07 Dec 2021
Vector Quantized Diffusion Model for Text-to-Image Synthesis Shuyang Gu Dong Chen Jianmin Bao Fang Wen Bo Zhang Dongdong Chen Lu Yuan B. Guo DiffM 214 800 0 29 Nov 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 352 8,006 0 11 May 2021
Countering Malicious DeepFakes: Survey, Battleground, and Horizon Felix Juefei Xu Run Wang Yihao Huang Qing Guo Lei Ma Yang Liu AAML 108 138 0 27 Feb 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 359 3,745 0 18 Feb 2021
Responsible Disclosure of Generative Models Using Scalable Fingerprinting Ning Yu Vladislav Skripniuk Dingfan Chen Larry S. Davis Mario Fritz WIGM 147 95 0 16 Dec 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 985 18,496 0 19 Jun 2020
Leveraging Frequency Analysis for Deep Fake Image Recognition Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 121 564 0 19 Mar 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 212 991 0 23 Dec 2019
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Wenzhe Shi Jose Caballero Ferenc Huszár J. Totz Andrew P. Aitken Rob Bishop Daniel Rueckert Zehan Wang SupR 386 5,260 0 16 Sep 2016
LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop Feng Yu Ari Seff Yinda Zhang Shuran Song Thomas Funkhouser Jianxiong Xiao 157 2,348 0 10 Jun 2015
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 554 16,908 0 20 Dec 2013