Misleading Deep-Fake Detection with GAN Fingerprints

25 May 2022

Papers citing "Misleading Deep-Fake Detection with GAN Fingerprints"

22 / 22 papers shown

Title
Spectral Distribution Aware Image Generation Steffen Jung Margret Keuper OOD 44 34 0 05 Dec 2020
Adversarial Threats to DeepFake Detection: A Practical Perspective Paarth Neekhara Brian Dolhansky Joanna Bitton Cristian Canton Ferrer AAML 18 81 0 19 Nov 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 86 677 0 18 Jul 2020
FakePolisher: Making DeepFakes More Detection-Evasive by Shallow Reconstruction Yihao Huang Felix Juefei Xu Run Wang Qing Guo Lei Ma Xiaofei Xie Jianwen Li Weikai Miao Yang Liu G. Pu 36 70 0 13 Jun 2020
Preliminary Forensics Analysis of DeepFake Images Luca Guarnera O. Giudice Cristina Nastasi Sebastiano Battiato CVBM 30 36 0 27 Apr 2020
Evading Deepfake-Image Detectors with White- and Black-Box Attacks Nicholas Carlini Hany Farid AAML 26 147 0 01 Apr 2020
Leveraging Frequency Analysis for Deep Fake Image Recognition Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 28 546 0 19 Mar 2020
Watch your Up-Convolution: CNN Based Generative Deep Neural Networks are Failing to Reproduce Spectral Distributions Ricard Durall Margret Keuper J. Keuper 43 333 0 03 Mar 2020
Media Forensics and DeepFakes: an overview L. Verdoliva 68 544 0 18 Jan 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 112 965 0 23 Dec 2019
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 252 5,769 0 03 Dec 2019
SpoC: Spoofing Camera Fingerprints D. Cozzolino Justus Thies Andreas Rossler Matthias Nießner L. Verdoliva 53 39 0 27 Nov 2019
GANprintR: Improved Fakes and Evaluation of the State of the Art in Face Manipulation Detection João C. Neves Ruben Tolosana R. Vera-Rodríguez Vasco Lopes Hugo Proencca Julian Fierrez AAML PICV 44 130 0 13 Nov 2019
Unmasking DeepFakes with simple Features Ricard Durall Margret Keuper Franz-Josef Pfreundt J. Keuper CVBM 45 217 0 02 Nov 2019
Detecting and Simulating Artifacts in GAN Fake Images Xu-Yao Zhang Svebor Karaman Shih-Fu Chang 79 481 0 15 Jul 2019
Do GANs leave artificial fingerprints? Francesco Marra Diego Gragnaniello L. Verdoliva Giovanni Poggi GAN 44 321 0 31 Dec 2018
Spectral Normalization for Generative Adversarial Networks Takeru Miyato Toshiki Kataoka Masanori Koyama Yuichi Yoshida ODL 127 4,421 0 16 Feb 2018
Demystifying MMD GANs Mikolaj Binkowski Danica J. Sutherland Michael Arbel Arthur Gretton EGVM 77 1,470 0 04 Jan 2018
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 100 7,318 0 27 Oct 2017
The Cramer Distance as a Solution to Biased Wasserstein Gradients Marc G. Bellemare Ivo Danihelka Will Dabney S. Mohamed Balaji Lakshminarayanan Stephan Hoyer Rémi Munos GAN 40 344 0 30 May 2017
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 39 2,320 0 10 Jun 2015
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 158 18,922 0 20 Dec 2014