AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error

31 January 2024

Papers citing "AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error"

31 / 31 papers shown

Title
Manifold Induced Biases for Zero-shot and Few-shot Detection of Generated Images Jonathan Brokman Amit Giloni Omer Hofman Roman Vainshtein Hisashi Kojima Guy Gilboa 15 1 0 21 Apr 2025
Towards Explainable Fake Image Detection with Multi-Modal Large Language Models Yikun Ji Y. Hong Jiahui Zhan H. Chen Jun Lan Huijia Zhu Weiqiang Wang L. Zhang Jianfu Zhang MLLM LRM 41 0 0 19 Apr 2025
Model Discrepancy Learning: Synthetic Faces Detection Based on Multi-Reconstruction Qingchao Jiang Zhishuo Xu Zhiying Zhu Ning Chen Haoyue Wang Zhongjie Ba 31 0 0 10 Apr 2025
FakeScope: Large Multimodal Expert Model for Transparent AI-Generated Image Forensics Yixuan Li Yu Tian Yipo Huang Wei Lu Shiqi Wang Weisi Lin Anderson de Rezende Rocha 54 0 0 31 Mar 2025
Forensic Self-Descriptions Are All You Need for Zero-Shot Detection, Open-Set Source Attribution, and Clustering of AI-generated Images Tai D. Nguyen Aref Azizpour Matthew C. Stamm 46 1 0 26 Mar 2025
Team NYCU at Defactify4: Robust Detection and Source Identification of AI-Generated Images Using CNN and CLIP-Based Models Tsan-Tsung Yang I-Wei Chen Kuan-Ting Chen Shang-Hsuan Chiang Wen-Chih Peng 39 0 0 13 Mar 2025
Revealing the Implicit Noise-based Imprint of Generative Models Xinghan Li Jingjing Chen Yue Yu Xue Song Haijun Shan Yu Jiang 46 0 0 12 Mar 2025
Recent Advances on Generalizable Diffusion-generated Image Detection Qijie Xu Defang Chen Jiawei Chen Siwei Lyu C. Wang 73 0 0 27 Feb 2025
Computational Safety for Generative AI: A Signal Processing Perspective Pin-Yu Chen 66 1 0 18 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 111 1 0 07 Feb 2025
FIRE: Robust Detection of Diffusion-Generated Images via Frequency-Guided Reconstruction Error Beilin Chu Xuan Xu Xin Wang Y. Zhang Weike You Linna Zhou DiffM 87 1 0 10 Dec 2024
Detecting Discrepancies Between AI-Generated and Natural Images Using Uncertainty Jun Nie Yonggang Zhang Tongliang Liu Y. Cheung Bo Han Xinmei Tian UQCV 83 0 0 08 Dec 2024
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Dragos-Alexandru Boldisor Stefan Smeu Dan Oneaţă Elisabeta Oneata 90 1 0 29 Nov 2024
Any-Resolution AI-Generated Image Detection by Spectral Learning Dimitrios Karageorgiou Symeon Papadopoulos I. Kompatsiaris Efstratios Gavves 99 0 0 28 Nov 2024
Towards More Accurate Fake Detection on Images Generated from Advanced Generative and Neural Rendering Models Chengdong Dong Vijayakumar Bhagavatula Zhenyu Zhou Ajay Kumar 36 0 0 13 Nov 2024
Detecting AutoEncoder is Enough to Catch LDM Generated Images Dmitry Vesnin Dmitry Levshun Andrey Chechulin 21 0 0 10 Nov 2024
On Learning Multi-Modal Forgery Representation for Diffusion Generated Video Detection Xiufeng Song Xiao Guo J. Zhang Qirui Li Lei Bai Xiaoming Liu Guangtao Zhai Xiaohong Liu DiffM VGen 67 8 0 31 Oct 2024
The Cat and Mouse Game: The Ongoing Arms Race Between Diffusion Models and Detection Methods Linda Laurier Ave Giulietta Arlo Octavia Meade Cleti 45 3 0 24 Oct 2024
Fake It Until You Break It: On the Adversarial Robustness of AI-generated Image Detectors Sina Mavali Jonas Ricker David Pape Yash Sharma Asja Fischer Lea Schönherr AAML 25 3 0 02 Oct 2024
Zero-Shot Detection of AI-Generated Images D. Cozzolino Giovanni Poggi Matthias Nießner L. Verdoliva 38 10 0 24 Sep 2024
Are CLIP features all you need for Universal Synthetic Image Origin Attribution? Dario Cioni Christos Tzelepis Lorenzo Seidenari Ioannis Patras 35 2 0 17 Aug 2024
Vulnerabilities in AI-generated Image Detection: The Challenge of Adversarial Attacks Yunfeng Diao Na Zhai Changtao Miao Xun Yang Meng Wang Xun Yang Meng Wang AAML 35 1 0 30 Jul 2024
A Sanity Check for AI-generated Image Detection Shilin Yan Ouxiang Li Jiayin Cai Y. Hao Xiaolong Jiang Yao Hu Weidi Xie VLM 46 19 0 27 Jun 2024
RIGID: A Training-free and Model-Agnostic Framework for Robust AI-Generated Image Detection Zhiyuan He Pin-Yu Chen Tsung-Yi Ho 23 12 0 30 May 2024
Text Modality Oriented Image Feature Extraction for Detecting Diffusion-based DeepFake Di Yang Yihao Huang Qing-Wu Guo Felix Juefei Xu Xiaojun Jia Run Wang G. Pu Yang Liu DiffM 21 0 0 28 May 2024
AI-Generated Faces in the Real World: A Large-Scale Case Study of Twitter Profile Images Jonas Ricker Dennis Assenmacher Thorsten Holz Asja Fischer Erwin Quiring 18 7 0 22 Apr 2024
Kandinsky: an Improved Text-to-Image Synthesis with Image Prior and Latent Diffusion Anton Razzhigaev Arseniy Shakhmatov Anastasia Maltseva V.Ya. Arkhipkin Igor Pavlov Ilya Ryabov Angelina Kuts Alexander Panchenko Andrey Kuznetsov Denis Dimitrov 37 76 0 05 Oct 2023
On the detection of synthetic images generated by diffusion models Riccardo Corvi D. Cozzolino Giada Zingarini Giovanni Poggi Koki Nagano L. Verdoliva 125 209 0 01 Nov 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Bin Cui Ming-Hsuan Yang DiffM MedIm 213 1,277 0 02 Sep 2022
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 229 74,467 0 18 May 2015
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 279 39,083 0 01 Sep 2014