Intriguing properties of synthetic images: from generative adversarial networks to diffusion models

13 April 2023

Papers citing "Intriguing properties of synthetic images: from generative adversarial networks to diffusion models"

50 / 61 papers shown

Title
WILD: a new in-the-Wild Image Linkage Dataset for synthetic image attribution Pietro Bongini S. Mandelli Andrea Montibeller Mirko Casu Orazio Pontorno ... Paolo Bestagini Irene Amerini F. D. De Natale S. Battiato Mauro Barni VLM 76 0 0 28 Apr 2025
Can GPT tell us why these images are synthesized? Empowering Multimodal Large Language Models for Forensics Yiran He Yun Cao Bowen Yang Zeyu Zhang 19 0 0 16 Apr 2025
SelfMAD: Enhancing Generalization and Robustness in Morphing Attack Detection via Self-Supervised Learning Marija Ivanovska Leon Todorov Naser Damer Deepak Kumar Jain Peter Peer Vitomir Štruc AAML 25 0 0 07 Apr 2025
Detection Based Part-level Articulated Object Reconstruction from Single RGBD Image Yuki Kawana Tatsuya Harada 38 0 0 04 Apr 2025
Exploring the Collaborative Advantage of Low-level Information on Generalizable AI-Generated Image Detection Ziyin Zhou Ke Sun Zhongxi Chen Xianming Lin Yunpeng Luo Ke Yan Shouhong Ding Xiaoshuai Sun 29 0 0 01 Apr 2025
Synthetic Art Generation and DeepFake Detection A Study on Jamini Roy Inspired Dataset Kushal Agrawal Romi Banerjee 39 0 0 29 Mar 2025
CO-SPY: Combining Semantic and Pixel Features to Detect Synthetic Images by AI Siyuan Cheng Lingjuan Lyu Zhenting Wang X. Zhang Vikash Sehwag 37 0 0 24 Mar 2025
TruthLens: Explainable DeepFake Detection for Face Manipulated and Fully Synthetic Data Rohit Kundu Athula Balachandran A. Roy-Chowdhury 37 0 0 20 Mar 2025
Generalizable AI-Generated Image Detection Based on Fractal Self-Similarity in the Spectrum Shengpeng Xiao Yuanfang Guo Heqi Peng Zeming Liu Liang Yang Y. Wang 55 0 0 11 Mar 2025
Explainable Synthetic Image Detection through Diffusion Timestep Ensembling Y. Wu Feiran Zhang Tianyuan Shi Ruicheng Yin Zhenghua Wang Zhenliang Gan X. Wang Changze Lv Xiaoqing Zheng Xuanjing Huang 55 0 0 08 Mar 2025
HRR: Hierarchical Retrospection Refinement for Generated Image Detection Peipei Yuan Zijing Xie Shuo Ye Hong Chen Yulong Wang DiffM 137 0 0 25 Feb 2025
LaRE $^2$ : Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection Yunpeng Luo Junlong Du Ke Yan Shouhong Ding DiffM 132 17 0 24 Feb 2025
Characterizing Photorealism and Artifacts in Diffusion Model-Generated Images Negar Kamali Karyn Nakamura Aakriti Kumar Angelos Chatzimparmpas Jessica Hullman Matthew Groh 51 0 0 17 Feb 2025
PDA: Generalizable Detection of AI-Generated Images via Post-hoc Distribution Alignment Li Wang Wenyu Chen Zheng Li Shanqing Guo 31 0 0 15 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 107 1 0 07 Feb 2025
Designing Scheduling for Diffusion Models via Spectral Analysis Roi Benita Michael Elad Joseph Keshet DiffM 53 0 0 31 Jan 2025
Disharmony: Forensics using Reverse Lighting Harmonization P. W. Shin Jack Sampson Vijaykrishnan Narayanan Andres Marquez Mahantesh Halappanavar DiffM 44 0 0 20 Jan 2025
Model Synthesis for Zero-Shot Model Attribution Tianyun Yang Juan Cao Danding Wang Chang Xu WIGM 63 4 0 20 Jan 2025
A Bias-Free Training Paradigm for More General AI-generated Image Detection Fabrizio Guillaro Giada Zingarini Ben Usman Avneesh Sud D. Cozzolino L. Verdoliva DiffM 59 3 0 23 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
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 100 0 0 26 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 2 0 24 Oct 2024
SGEdit: Bridging LLM with Text2Image Generative Model for Scene Graph-based Image Editing Zhiyuan Zhang Dongdong Chen J. Liao DiffM 16 0 0 15 Oct 2024
Exploring Strengths and Weaknesses of Super-Resolution Attack in Deepfake Detection D. Coccomini R. Caldelli Fabrizio Falchi Claudio Gennaro Giuseppe Amato SupR AAML 23 0 0 05 Oct 2024
Zero-Shot Detection of AI-Generated Images D. Cozzolino Giovanni Poggi Matthias Nießner L. Verdoliva 35 10 0 24 Sep 2024
UGAD: Universal Generative AI Detector utilizing Frequency Fingerprints Inzamamul Alam Muhammad Shahid Muneer Simon Woo 19 0 0 12 Sep 2024
Are CLIP features all you need for Universal Synthetic Image Origin Attribution? Dario Cioni Christos Tzelepis Lorenzo Seidenari Ioannis Patras 35 0 0 17 Aug 2024
StealthDiffusion: Towards Evading Diffusion Forensic Detection through Diffusion Model Ziyin Zhou Ke Sun Zhongxi Chen Huafeng Kuang Xiaoshuai Sun Rongrong Ji AAML DiffM 54 2 0 11 Aug 2024
Deepfake Media Forensics: State of the Art and Challenges Ahead Irene Amerini Mauro Barni S. Battiato Paolo Bestagini Giulia Boato ... Davide Salvi Stefano Tubaro Claudia Melis Tonti Massimo Villari D. Vitulano AAML 29 4 0 01 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
Contrasting Deepfakes Diffusion via Contrastive Learning and Global-Local Similarities Lorenzo Baraldi Federico Cocchi Marcella Cornia Lorenzo Baraldi Alessandro Nicolosi Rita Cucchiara 23 3 0 29 Jul 2024
Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection Vincenzo De Rosa Fabrizio Guillaro Giovanni Poggi D. Cozzolino L. Verdoliva AAML 52 4 0 28 Jul 2024
Detection of Synthetic Face Images: Accuracy, Robustness, Generalization Nela Petrželková Jan Cech 27 0 0 25 Jun 2024
Landscape More Secure Than Portrait? Zooming Into the Directionality of Digital Images With Security Implications Benedikt Lorch Rainer Böhme 27 1 0 21 Jun 2024
Real-Time Deepfake Detection in the Real-World Bar Cavia Eliahu Horwitz Tal Reiss Yedid Hoshen 27 4 0 13 Jun 2024
Continuous fake media detection: adapting deepfake detectors to new generative techniques Francesco Tassone Luca Maiano Irene Amerini 25 1 0 12 Jun 2024
Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges Ping Liu Qiqi Tao Joey Tianyi Zhou 50 0 0 11 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 30 8 0 30 Apr 2024
DeepFeatureX Net: Deep Features eXtractors based Network for discriminating synthetic from real images Orazio Pontorno Luca Guarnera S. Battiato 14 3 0 24 Apr 2024
DeepFake-O-Meter v2.0: An Open Platform for DeepFake Detection Yan Ju Chengzhe Sun Shan Jia Shuwei Hou Zhaofeng Si Soumyya Kanti Datta Lipeng Ke Riky Zhou Anita Nikolich Siwei Lyu 21 3 0 19 Apr 2024
Mixture of Low-rank Experts for Transferable AI-Generated Image Detection Zihan Liu Hanyi Wang Yaoyu Kang Shilin Wang MoE 28 12 0 07 Apr 2024
Fake or JPEG? Revealing Common Biases in Generated Image Detection Datasets Patrick Grommelt Louis Weiss Franz-Josef Pfreundt J. Keuper 14 17 0 26 Mar 2024
Artifact Feature Purification for Cross-domain Detection of AI-generated Images Zheling Meng Bo Peng Jing Dong Tieniu Tan 66 2 0 17 Mar 2024
Unveiling the Truth: Exploring Human Gaze Patterns in Fake Images Giuseppe Cartella Vittorio Cuculo Marcella Cornia Rita Cucchiara DiffM 66 5 0 13 Mar 2024
Leveraging Representations from Intermediate Encoder-blocks for Synthetic Image Detection C. Koutlis Symeon Papadopoulos 18 18 0 29 Feb 2024
AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error Jonas Ricker Denis Lukovnikov Asja Fischer 14 31 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 X. Li Luisa Verdoliva Shu Hu 75 53 0 22 Jan 2024
Frequency Masking for Universal Deepfake Detection Chandler Timm C. Doloriel Ngai-man Cheung 23 14 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 11 72 0 30 Nov 2023