Detecting and Simulating Artifacts in GAN Fake Images

15 July 2019

Papers citing "Detecting and Simulating Artifacts in GAN Fake Images"

50 / 103 papers shown

Title
CLIP Embeddings for AI-Generated Image Detection: A Few-Shot Study with Lightweight Classifier Ziyang Ou VLM 21 0 0 15 May 2025
TT-DF: A Large-Scale Diffusion-Based Dataset and Benchmark for Human Body Forgery Detection Wenkui Yang Zhida Zhang Xiaoqiang Zhou Junxian Duan Jie Cao DiffM 33 0 0 13 May 2025
Where's the liability in the Generative Era? Recovery-based Black-Box Detection of AI-Generated Content Haoyue Bai Yiyou Sun Wei Cheng Haifeng Chen AAML 56 0 0 02 May 2025
Active Light Modulation to Counter Manipulation of Speech Visual Content Hadleigh Schwartz Xiaofeng Yan Charles J. Carver Xia Zhou 73 0 0 30 Apr 2025
Adaptive Dual-domain Learning for Underwater Image Enhancement Lingtao Peng Liheng Bian 32 0 0 27 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 Lefei Zhang Jianfu Zhang MLLM LRM 53 0 0 19 Apr 2025
Temporal Score Analysis for Understanding and Correcting Diffusion Artifacts Yu Cao Zengqun Zhao Ioannis Patras Shaogang Gong DiffM 62 0 0 20 Mar 2025
LaRE $^2$ : Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection Yunpeng Luo Junlong Du Ke Yan Shouhong Ding DiffM 145 20 0 24 Feb 2025
PDA: Generalizable Detection of AI-Generated Images via Post-hoc Distribution Alignment Li Wang Wenyu Chen Zheng Li Shanqing Guo 41 0 0 15 Feb 2025
Model Synthesis for Zero-Shot Model Attribution Tianyun Yang Juan Cao Danding Wang Chang Xu WIGM 81 4 0 20 Jan 2025
Multi-Channel Cross Modal Detection of Synthetic Face Images M. Ibsen Christian Rathgeb S´ebastien Marcel C. Busch CVBM 69 1 0 31 Dec 2024
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 68 4 0 23 Dec 2024
Explainable Artifacts for Synthetic Western Blot Source Attribution J. P. Cardenuto S. Mandelli Daniel Moreira Paolo Bestagini Edward J. Delp Anderson de Rezende Rocha 34 0 0 27 Sep 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 47 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 72 21 0 27 Jun 2024
Explainable Deepfake Video Detection using Convolutional Neural Network and CapsuleNet Gazi Hasin Ishrak Zalish Mahmud Md. Zami Al Zunaed Farabe Tahera Khanom Tinni Tanzim Reza Mohammad Zavid Parvez 48 3 0 19 Apr 2024
E3: Ensemble of Expert Embedders for Adapting Synthetic Image Detectors to New Generators Using Limited Data Aref Azizpour Tai D. Nguyen Manil Shrestha Kaidi Xu Edward Kim Matthew C. Stamm 37 4 0 12 Apr 2024
Mixture of Low-rank Experts for Transferable AI-Generated Image Detection Zihan Liu Hanyi Wang Yaoyu Kang Shilin Wang MoE 41 13 0 07 Apr 2024
Generative Models are Self-Watermarked: Declaring Model Authentication through Re-Generation Aditya Desu Xuanli He Qiongkai Xu Wei Lu WIGM 32 1 0 23 Feb 2024
Detecting Face Synthesis Using a Concealed Fusion Model Roberto Leyva Victor Sanchez Gregory Epiphaniou Carsten Maple AAML CVBM 32 0 0 08 Jan 2024
Towards Better Morphed Face Images without Ghosting Artifacts Clemens Seibold Anna Hilsmann Peter Eisert CVBM 18 1 0 13 Dec 2023
Tracing Hyperparameter Dependencies for Model Parsing via Learnable Graph Pooling Network Xiao Guo Vishal Asnani Sijia Liu Xiaoming Liu 30 5 0 03 Dec 2023
Raising the Bar of AI-generated Image Detection with CLIP D. Cozzolino Giovanni Poggi Riccardo Corvi Matthias Nießner L. Verdoliva VLM 35 75 0 30 Nov 2023
Nepotistically Trained Generative-AI Models Collapse Matyáš Boháček Hany Farid 56 18 0 20 Nov 2023
Local Statistics for Generative Image Detection Yung Jer Wong Teck Khim Ng DiffM 34 2 0 25 Oct 2023
Guided Frequency Loss for Image Restoration Bilel Benjdira Anas M. Ali Anis Koubaa 41 2 0 27 Sep 2023
Not with my name! Inferring artists' names of input strings employed by Diffusion Models R. Leotta O. Giudice Luca Guarnera Sebastiano Battiato DiffM 24 7 0 25 Jul 2023
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 118 28 0 23 May 2023
Evading DeepFake Detectors via Adversarial Statistical Consistency Yang Hou Qing Guo Yihao Huang Xiaofei Xie Lei Ma Jianjun Zhao AAML 34 48 0 23 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 29 90 0 13 Apr 2023
Parents and Children: Distinguishing Multimodal DeepFakes from Natural Images Roberto Amoroso Davide Morelli Marcella Cornia Lorenzo Baraldi A. Bimbo Rita Cucchiara DiffM 39 29 0 02 Apr 2023
The Stable Signature: Rooting Watermarks in Latent Diffusion Models Pierre Fernandez Guillaume Couairon Hervé Jégou Matthijs Douze Teddy Furon WIGM 29 177 0 27 Mar 2023
Level Up the Deepfake Detection: a Method to Effectively Discriminate Images Generated by GAN Architectures and Diffusion Models Luca Guarnera O. Giudice Sebastiano Battiato 36 30 0 01 Mar 2023
An Unsupervised Framework for Joint MRI Super Resolution and Gibbs Artifact Removal Yikang Liu Eric Z. Chen Xiao Chen Terrence Chen Shanhui Sun MedIm 35 0 0 06 Feb 2023
Fighting Malicious Media Data: A Survey on Tampering Detection and Deepfake Detection Junke Wang Zhenxin Li Chao Zhang Jingjing Chen Zuxuan Wu Larry S. Davis Yueping Jiang AAML 40 5 0 12 Dec 2022
Attacking Image Splicing Detection and Localization Algorithms Using Synthetic Traces Shengbang Fang Matthew C. Stamm AAML 24 6 0 22 Nov 2022
GLFF: Global and Local Feature Fusion for AI-synthesized Image Detection Yan Ju Shan Jia Jia Cai Haiying Guan Siwei Lyu CVBM 45 25 0 16 Nov 2022
Cross-Domain Local Characteristic Enhanced Deepfake Video Detection Zihan Liu Hanyi Wang Shilin Wang ViT 29 6 0 07 Nov 2022
Combining Automatic Speaker Verification and Prosody Analysis for Synthetic Speech Detection L. Attorresi Davide Salvi Clara Borrelli Paolo Bestagini Stefano Tubaro 21 22 0 31 Oct 2022
Anisotropic multiresolution analyses for deepfake detection Wei Huang Michelangelo Valsecchi Michael Multerer AAML 26 5 0 26 Oct 2022
DiffGAR: Model-Agnostic Restoration from Generative Artifacts Using Image-to-Image Diffusion Models Yueqin Yin Lianghua Huang Yu Liu Kaiqiang Huang DiffM 41 12 0 16 Oct 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 28 116 0 13 Oct 2022
When Handcrafted Features and Deep Features Meet Mismatched Training and Test Sets for Deepfake Detection Ying Xu Sule YAYILGAN YILDIRIM 23 2 0 27 Sep 2022
Totems: Physical Objects for Verifying Visual Integrity Jingwei Ma Lucy Chai Minyoung Huh Tongzhou Wang Ser-Nam Lim Phillip Isola Antonio Torralba 26 2 0 26 Sep 2022
Explicit Use of Fourier Spectrum in Generative Adversarial Networks Soroush Sheikh Gargar GAN OOD 29 0 0 02 Aug 2022
Rewriting Geometric Rules of a GAN Sheng-Yu Wang David Bau Jun-Yan Zhu 40 35 0 28 Jul 2022
Data Redaction from Pre-trained GANs Zhifeng Kong Kamalika Chaudhuri 60 16 0 29 Jun 2022
Misleading Deep-Fake Detection with GAN Fingerprints Vera Wesselkamp Konrad Rieck Dan Arp Erwin Quiring AAML 28 8 0 25 May 2022
DAM-GAN : Image Inpainting using Dynamic Attention Map based on Fake Texture Detection D. Cha Daijin Kim 33 10 0 20 Apr 2022
Transferable Class-Modelling for Decentralized Source Attribution of GAN-Generated Images Brandon Khoo C. H. Lim Raphaël C.-W. Phan 26 0 0 18 Mar 2022