What makes fake images detectable? Understanding properties that generalize

24 August 2020

Ser-Nam Lim

Papers citing "What makes fake images detectable? Understanding properties that generalize"

36 / 36 papers shown

Title
Detecting Localized Deepfake Manipulations Using Action Unit-Guided Video Representations Tharun Anand Siva Sankar Pravin Nair AAML 54 0 0 28 Mar 2025
TextureCrop: Enhancing Synthetic Image Detection through Texture-based Cropping Despina Konstantinidou C. Koutlis Symeon Papadopoulos 86 3 0 17 Jan 2025
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Dragos-Alexandru Boldisor Stefan Smeu Dan Oneaţă Elisabeta Oneata 129 1 0 29 Nov 2024
GIM: A Million-scale Benchmark for Generative Image Manipulation Detection and Localization Yuxiao Chen Xiaolin Huang Quan Zhang Wei Li Mingjian Zhu ... Hanting Chen Hailin Hu J. Yang Wen Liu Jie Hu EGVM 63 3 0 24 Jun 2024
Semantic Contextualization of Face Forgery: A New Definition, Dataset, and Detection Method Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 74 3 0 14 May 2024
Nepotistically Trained Generative-AI Models Collapse Matyáš Boháček Hany Farid 59 19 0 20 Nov 2023
Generalizable Synthetic Image Detection via Language-guided Contrastive Learning Haiwei Wu Jiantao Zhou Shile Zhang 123 30 0 23 May 2023
Evading Deepfake-Image Detectors with White- and Black-Box Attacks Nicholas Carlini Hany Farid AAML 20 147 0 01 Apr 2020
Face X-ray for More General Face Forgery Detection Lingzhi Li Jianmin Bao Ting Zhang Hao Yang Dong Chen Fang Wen B. Guo PICV CVBM 28 832 0 31 Dec 2019
CNN-generated images are surprisingly easy to spot... for now Sheng-Yu Wang Oliver Wang Richard Y. Zhang Andrew Owens Alexei A. Efros OOD 93 965 0 23 Dec 2019
Exposing Fake Images with Forensic Similarity Graphs O. Mayer Matthew C. Stamm 17 52 0 05 Dec 2019
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 232 5,769 0 03 Dec 2019
Seeing What a GAN Cannot Generate David Bau Jun-Yan Zhu Jonas Wulff William S. Peebles Hendrik Strobelt Bolei Zhou Antonio Torralba GAN 57 308 0 24 Oct 2019
Detecting and Simulating Artifacts in GAN Fake Images Xu-Yao Zhang Svebor Karaman Shih-Fu Chang 64 481 0 15 Jul 2019
GANalyze: Toward Visual Definitions of Cognitive Image Properties L. Goetschalckx A. Andonian A. Oliva Phillip Isola FAtt GAN 35 314 0 24 Jun 2019
On the generalization of GAN image forensics Xinsheng Xuan Bo Peng Wei Wang Jing Dong CVBM 21 142 0 27 Feb 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 52 2,058 0 25 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 468 10,466 0 12 Dec 2018
ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection D. Cozzolino Justus Thies Andreas Rossler Christian Riess Matthias Nießner L. Verdoliva AAML 46 267 0 06 Dec 2018
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness Robert Geirhos Patricia Rubisch Claudio Michaelis Matthias Bethge Felix Wichmann Wieland Brendel 56 2,647 0 29 Nov 2018
Exposing DeepFake Videos By Detecting Face Warping Artifacts Yuezun Li Siwei Lyu AAML CVBM 34 903 0 01 Nov 2018
MesoNet: a Compact Facial Video Forgery Detection Network Darius Afchar Vincent Nozick Junichi Yamagishi Isao Echizen CVBM PICV 45 1,241 0 04 Sep 2018
Analysis of adversarial attacks against CNN-based image forgery detectors Diego Gragnaniello Francesco Marra Giovanni Poggi L. Verdoliva AAML 16 31 0 25 Aug 2018
Glow: Generative Flow with Invertible 1x1 Convolutions Diederik P. Kingma Prafulla Dhariwal BDL DRL 157 3,110 0 09 Jul 2018
On GANs and GMMs Eitan Richardson Yair Weiss GAN 99 150 0 31 May 2018
Fighting Fake News: Image Splice Detection via Learned Self-Consistency Minyoung Huh Andrew Liu Andrew Owens Alexei A. Efros SSL 55 383 0 10 May 2018
Two-Stream Neural Networks for Tampered Face Detection Peng Zhou Xintong Han Vlad I. Morariu L. Davis PICV CVBM 23 540 0 29 Mar 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 168 11,610 0 11 Jan 2018
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 89 7,318 0 27 Oct 2017
Recasting Residual-based Local Descriptors as Convolutional Neural Networks: an Application to Image Forgery Detection D. Cozzolino Giovanni Poggi L. Verdoliva 126 326 0 14 Mar 2017
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 247 19,560 0 21 Nov 2016
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 550 14,454 0 07 Oct 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 204 37,704 0 20 May 2016
Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks Chuan Li Michael Wand GAN 56 1,431 0 15 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 786 192,638 0 10 Dec 2015
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 160 8,351 0 28 Nov 2014