Detecting and Simulating Artifacts in GAN Fake Images

15 July 2019

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

50 / 104 papers shown

Title
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
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging Xiaowan Hu Yuanhao Cai Jing Lin Haoqian Wang X. Yuan Yulun Zhang Radu Timofte Luc Van Gool 37 134 0 04 Mar 2022
Deepfake Network Architecture Attribution Tianyun Yang Ziyao Huang Juan Cao Lei Li Xirong Li 62 52 0 28 Feb 2022
D4: Detection of Adversarial Diffusion Deepfakes Using Disjoint Ensembles Ashish Hooda Neal Mangaokar Ryan Feng Kassem Fawaz S. Jha Atul Prakash 32 11 0 11 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
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis Maja Pantic CVBM 40 127 0 18 Jan 2022
Towards Universal GAN Image Detection D. Cozzolino Diego Gragnaniello Giovanni Poggi L. Verdoliva 21 30 0 23 Dec 2021
Exploring the Asynchronous of the Frequency Spectra of GAN-generated Facial Images B. Le Simon S. Woo CVBM 33 12 0 15 Dec 2021
ADD: Frequency Attention and Multi-View based Knowledge Distillation to Detect Low-Quality Compressed Deepfake Images B. Le Simon S. Woo AAML 27 80 0 07 Dec 2021
Unsupervised Image Denoising with Frequency Domain Knowledge Nahyun Kim Dong-Won Jang Sunhyeok Lee Bomi Kim Dae-Shik Kim 24 7 0 29 Nov 2021
A-PixelHop: A Green, Robust and Explainable Fake-Image Detector Yao Zhu Xinyu Wang Hong-Shuo Chen Ronald Salloum C.-C. Jay Kuo 37 17 0 07 Nov 2021
WaveFake: A Data Set to Facilitate Audio Deepfake Detection Joel Frank Lea Schonherr DiffM 132 125 0 04 Nov 2021
Geo-DefakeHop: High-Performance Geographic Fake Image Detection Hong-Shuo Chen Kaitai Zhang Shuowen Hu Suya You C.-C. Jay Kuo 49 13 0 19 Oct 2021
MToFNet: Object Anti-Spoofing with Mobile Time-of-Flight Data Yonghyun Jeong Doyeon Kim Jaehyeon Lee Minki Hong Solbi Hwang Jongwon Choi 28 2 0 06 Oct 2021
SoK: Machine Learning Governance Varun Chandrasekaran Hengrui Jia Anvith Thudi Adelin Travers Mohammad Yaghini Nicolas Papernot 40 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
DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning S. Zobaed Md Fazle Rabby Md Istiaq Hossain Ekram Hossain Sazib Hasan Asif Karim Khan Md. Hasib AAML 46 14 0 07 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
DeepFake Detection with Inconsistent Head Poses: Reproducibility and Analysis Kevin Lutz R. Bassett CVBM 27 9 0 28 Aug 2021
Towards Fine-grained Image Classification with Generative Adversarial Networks and Facial Landmark Detection Mahdieh Darvish Mahsa Pouramini H. Bahador ViT 25 5 0 28 Aug 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
Local Relation Learning for Face Forgery Detection Shen Chen Taiping Yao Yang Chen Shouhong Ding Jilin Li Rongrong Ji CVBM 37 255 0 06 May 2021
Learned Spatial Representations for Few-shot Talking-Head Synthesis Moustafa Meshry Saksham Suri Larry S. Davis Abhinav Shrivastava 29 42 0 29 Apr 2021
Ensembling with Deep Generative Views Lucy Chai Jun-Yan Zhu Eli Shechtman Phillip Isola Richard Y. Zhang GAN 30 70 0 29 Apr 2021
Holistic Image Manipulation Detection using Pixel Co-occurrence Matrices L. Nataraj Michael Goebel Tajuddin Manhar Mohammed S. Chandrasekaran B. S. Manjunath 26 3 0 12 Apr 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
MagDR: Mask-guided Detection and Reconstruction for Defending Deepfakes Zhikai Chen Lingxi Xie Shanmin Pang Yong He Bo Zhang AAML 36 32 0 26 Mar 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
Fake-image detection with Robust Hashing Miki Tanaka Hitoshi Kiya 21 8 0 02 Feb 2021
Fighting deepfakes by detecting GAN DCT anomalies O. Giudice Luca Guarnera Sebastiano Battiato 36 86 0 24 Jan 2021
Fake Visual Content Detection Using Two-Stream Convolutional Neural Networks B. Yousaf Muhammad Usama Waqas Sultani Arif Mahmood Junaid Qadir 17 8 0 03 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
Spectral Distribution Aware Image Generation Steffen Jung M. Keuper OOD 34 34 0 05 Dec 2020
CycleGAN without checkerboard artifacts for counter-forensics of fake-image detection Takayuki Osakabe Miki Tanaka Yuma Kinoshita Hitoshi Kiya 20 13 0 01 Dec 2020
Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering Yihao Huang Felix Juefei Xu Qing Guo Yang Liu G. Pu 33 20 0 19 Sep 2020
What makes fake images detectable? Understanding properties that generalize Lucy Chai David Bau Ser-Nam Lim Phillip Isola AAML WIGM 32 300 0 24 Aug 2020
Two-branch Recurrent Network for Isolating Deepfakes in Videos I. Masi Aditya Killekar R. Mascarenhas Shenoy Pratik Gurudatt Wael AbdAlmageed CVBM 13 361 0 08 Aug 2020
Fighting Deepfake by Exposing the Convolutional Traces on Images Luca Guarnera O. Giudice Sebastiano Battiato AAML 29 87 0 07 Aug 2020
Generative Adversarial Networks for Image and Video Synthesis: Algorithms and Applications Xuan Li Xun Huang Jiahui Yu Ting-Chun Wang Arun Mallya GAN 30 153 0 06 Aug 2020
Image-driven discriminative and generative machine learning algorithms for establishing microstructure-processing relationships Wufei Ma E. Kautz Arun Baskaran Aritra Chowdhury V. Joshi B. Yener D. Lewis AI4CE 37 42 0 27 Jul 2020
Detection, Attribution and Localization of GAN Generated Images Michael Goebel L. Nataraj Tejaswi Nanjundaswamy Tajuddin Manhar Mohammed S. Chandrasekaran B. S. Manjunath GAN 31 36 0 20 Jul 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 49 662 0 18 Jul 2020
Attentive Semantic Exploring for Manipulated Face Detection Zehao Chen Hua Yang CVBM 18 22 0 06 May 2020
Deepfakes Detection with Automatic Face Weighting D. M. Montserrat Hanxiang Hao S. Yarlagadda Sriram Baireddy Ruiting Shao ... Emily R. Bartusiak Justin Yang David Guera F. Zhu Edward J. Delp CVBM 27 113 0 25 Apr 2020
DeepFake Detection by Analyzing Convolutional Traces Luca Guarnera O. Giudice Sebastiano Battiato CVBM 26 218 0 22 Apr 2020
FakeLocator: Robust Localization of GAN-Based Face Manipulations Yihao Huang Felix Juefei Xu Jianwen Li Yang Liu G. Pu AAML 27 68 0 27 Jan 2020
Media Forensics and DeepFakes: an overview L. Verdoliva 39 539 0 18 Jan 2020
DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection Ruben Tolosana R. Vera-Rodríguez Julian Fierrez Aythami Morales J. Ortega-Garcia 3DPC CVBM 51 775 0 01 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 57 946 0 23 Dec 2019