Do GANs leave artificial fingerprints?

31 December 2018

Papers citing "Do GANs leave artificial fingerprints?"

50 / 72 papers shown

Title
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 61 0 0 02 May 2025
VIDSTAMP: A Temporally-Aware Watermark for Ownership and Integrity in Video Diffusion Models Mohammadreza Teymoorianfard Shiqing Ma Amir Houmansadr WIGM 72 0 0 02 May 2025
PDA: Generalizable Detection of AI-Generated Images via Post-hoc Distribution Alignment Li Wang Wenyu Chen Zheng Li Shanqing Guo 46 0 0 15 Feb 2025
Model Synthesis for Zero-Shot Model Attribution Tianyun Yang Juan Cao Danding Wang Chang Xu WIGM 83 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 76 4 0 23 Dec 2024
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Dragos-Alexandru Boldisor Stefan Smeu Dan Oneaţă Elisabeta Oneata 112 1 0 29 Nov 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 113 1 0 26 Nov 2024
Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection Vincenzo De Rosa Fabrizio Guillaro Giovanni Poggi D. Cozzolino L. Verdoliva AAML 75 6 0 28 Jul 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 49 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
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
Local Statistics for Generative Image Detection Yung Jer Wong Teck Khim Ng DiffM 34 2 0 25 Oct 2023
PTW: Pivotal Tuning Watermarking for Pre-Trained Image Generators Nils Lukas Florian Kerschbaum WIGM 29 22 0 14 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 34 90 0 13 Apr 2023
The Stable Signature: Rooting Watermarks in Latent Diffusion Models Pierre Fernandez Guillaume Couairon Hervé Jégou Matthijs Douze Teddy Furon WIGM 34 177 0 27 Mar 2023
Progressive Open Space Expansion for Open-Set Model Attribution Tianyun Yang Danding Wang Fan Tang Xinying Zhao Juan Cao Sheng Tang 31 17 0 13 Mar 2023
Cyber Vaccine for Deepfake Immunity Ching-Chun Chang H. Nguyen Junichi Yamagishi Isao Echizen 34 6 0 05 Mar 2023
On the detection of synthetic images generated by diffusion models Riccardo Corvi D. Cozzolino Giada Zingarini Giovanni Poggi Koki Nagano L. Verdoliva 136 220 0 01 Nov 2022
Fusion-based Few-Shot Morphing Attack Detection and Fingerprinting Naifeng Zhang Shan Jia Siwei Lyu Xin Li AAML 43 1 0 27 Oct 2022
When Handcrafted Features and Deep Features Meet Mismatched Training and Test Sets for Deepfake Detection Ying Xu Sule YAYILGAN YILDIRIM 29 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
Study of detecting behavioral signatures within DeepFake videos Qiaomu Miao Sinhwa Kang Stacy Marsella S. DiPaola Chao Wang Ari Shapiro 33 3 0 06 Aug 2022
Misleading Deep-Fake Detection with GAN Fingerprints Vera Wesselkamp Konrad Rieck Dan Arp Erwin Quiring AAML 28 8 0 25 May 2022
Rethinking Gradient Operator for Exposing AI-enabled Face Forgeries Zhiqing Guo Gaobo Yang Dengyong Zhang Ming Xia CVBM 22 35 0 02 May 2022
An Overview of Recent Work in Media Forensics: Methods and Threats Kratika Bhagtani A. Yadav Emily R. Bartusiak Ziyue Xiang Ruiting Shao Sriram Baireddy Edward J. Delp AAML 55 25 0 26 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
Dataset and Case Studies for Visual Near-Duplicates Detection in the Context of Social Media Hana Matatov Mor Naaman Ofra Amir 9 5 0 14 Mar 2022
Deepfake Network Architecture Attribution Tianyun Yang Ziyao Huang Juan Cao Lei Li Xirong Li 65 52 0 28 Feb 2022
Model Attribution of Face-swap Deepfake Videos Shan Jia Xin Li Siwei Lyu CVBM 26 24 0 25 Feb 2022
GAN-generated Faces Detection: A Survey and New Perspectives Xin Wang Hui Guo Shu Hu Ming-Ching Chang Siwei Lyu CVBM 29 63 0 15 Feb 2022
FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations Yonghyun Jeong Doyeon Kim Youngmin Ro Jongwon Choi AAML 30 80 0 07 Feb 2022
Towards Universal GAN Image Detection D. Cozzolino Diego Gragnaniello Giovanni Poggi L. Verdoliva 21 30 0 23 Dec 2021
WaveFake: A Data Set to Facilitate Audio Deepfake Detection Joel Frank Lea Schonherr DiffM 132 125 0 04 Nov 2021
SoK: Machine Learning Governance Varun Chandrasekaran Hengrui Jia Anvith Thudi Adelin Travers Mohammad Yaghini Nicolas Papernot 43 16 0 20 Sep 2021
MD-CSDNetwork: Multi-Domain Cross Stitched Network for Deepfake Detection Aayushi Agarwal Akshay Agarwal S. Sinha Mayank Vatsa Richa Singh 40 17 0 15 Sep 2021
Robust Attentive Deep Neural Network for Exposing GAN-generated Faces Hui Guo Shu Hu Xin Wang Ming-Ching Chang Siwei Lyu CVBM 21 34 0 05 Sep 2021
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-generated Faces Hui Guo Shu Hu Xin Wang Ming-Ching Chang Siwei Lyu GAN CVBM 28 71 0 01 Sep 2021
Detection of Deepfake Videos Using Long Distance Attention Wei Lu Lingyi Liu Junwei Luo Xianfeng Zhao Yicong Zhou Jiwu Huang CVBM 32 22 0 24 Jun 2021
Wavelet-Packets for Deepfake Image Analysis and Detection Moritz Wolter F. Blanke R. Heese Jochen Garcke CVBM 22 41 0 17 Jun 2021
Beyond the Spectrum: Detecting Deepfakes via Re-Synthesis Yang He Ning Yu M. Keuper Mario Fritz 24 63 0 29 May 2021
Are GAN generated images easy to detect? A critical analysis of the state-of-the-art Diego Gragnaniello D. Cozzolino Francesco Marra Giovanni Poggi L. Verdoliva 27 166 0 06 Apr 2021
Countering Malicious DeepFakes: Survey, Battleground, and Horizon Felix Juefei Xu Run Wang Yihao Huang Qing Guo Lei Ma Yang Liu AAML 33 132 0 27 Feb 2021
Deep Video Inpainting Detection Peng Zhou Ning Yu Zuxuan Wu L. Davis Abhinav Shrivastava Ser-Nam Lim 38 18 0 26 Jan 2021
Responsible Disclosure of Generative Models Using Scalable Fingerprinting Ning Yu Vladislav Skripniuk Dingfan Chen Larry S. Davis Mario Fritz WIGM 52 89 0 16 Dec 2020
Unknown Presentation Attack Detection against Rational Attackers Ali Khodabakhsh Zahid Akhtar AAML 29 4 0 04 Oct 2020
Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering Yihao Huang Felix Juefei Xu Qing Guo Yang Liu G. Pu 38 20 0 19 Sep 2020
How Do the Hearts of Deep Fakes Beat? Deep Fake Source Detection via Interpreting Residuals with Biological Signals U. Ciftci Ilke Demir L. Yin 27 74 0 26 Aug 2020
T-GD: Transferable GAN-generated Images Detection Framework Hyeonseong Jeon Youngoh Bang Junyaup Kim Simon S. Woo 27 45 0 10 Aug 2020