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Analyzing Fairness in Deepfake Detection With Massively Annotated Databases

11 August 2022

Kiran Raja

Papers citing "Analyzing Fairness in Deepfake Detection With Massively Annotated Databases"

26 / 26 papers shown

Title
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark Li Lin Santosh Xin Eric Wang Shu Hu Shu Hu EGVM 140 12 0 02 Jun 2024
Exploring Temporal Coherence for More General Video Face Forgery Detection Yinglin Zheng Jianmin Bao Dong Chen Ming Zeng Fang Wen CVBM ViT 67 217 0 15 Aug 2021
An Examination of Fairness of AI Models for Deepfake Detection Loc Trinh Yang Liu CVBM 132 35 0 02 May 2021
Towards Measuring Fairness in AI: the Casual Conversations Dataset C. Hazirbas Joanna Bitton Brian Dolhansky Jacqueline Pan Albert Gordo Cristian Canton Ferrer EGVM 84 93 0 06 Apr 2021
Generalizing Face Forgery Detection with High-frequency Features Yucheng Luo Yong Zhang Junchi Yan Wei Liu CVBM 67 345 0 23 Mar 2021
KoDF: A Large-scale Korean DeepFake Detection Dataset Patrick Kwon J. You Gyuhyeon Nam Sungwoo Park Gyeongsu Chae 96 103 0 18 Mar 2021
Multi-attentional Deepfake Detection Hanqing Zhao Wenbo Zhou Dongdong Chen Tianyi Wei Weiming Zhang Nenghai Yu 3DPC 108 627 0 03 Mar 2021
A Comprehensive Study on Face Recognition Biases Beyond Demographics Philipp Terhörst Jan Niklas Kolf Marco Huber Florian Kirchbuchner Naser Damer Aythami Morales Julian Fierrez Arjan Kuijper 86 119 0 02 Mar 2021
ID-Reveal: Identity-aware DeepFake Video Detection D. Cozzolino Andreas Rossler Justus Thies Matthias Nießner L. Verdoliva AAML 72 166 0 04 Dec 2020
What makes fake images detectable? Understanding properties that generalize Lucy Chai David Bau Ser-Nam Lim Phillip Isola AAML WIGM 98 313 0 24 Aug 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 134 695 0 18 Jul 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 Fengqing Zhu Edward J. Delp CVBM 81 119 0 25 Apr 2020
DeepFake Detection by Analyzing Convolutional Traces Luca Guarnera O. Giudice Sebastiano Battiato CVBM 46 227 0 22 Apr 2020
DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection Liming Jiang Ren Li Wayne Wu Chao Qian Chen Change Loy CVBM PICV 116 446 0 09 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 105 795 0 01 Jan 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 81 848 0 31 Dec 2019
Unmasking DeepFakes with simple Features Ricard Durall Margret Keuper Franz-Josef Pfreundt J. Keuper CVBM 70 218 0 02 Nov 2019
Use of a Capsule Network to Detect Fake Images and Videos H. Nguyen Junichi Yamagishi Isao Echizen 43 188 0 28 Oct 2019
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 216 1,083 0 27 Sep 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 113 2,102 0 25 Jan 2019
FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals U. Ciftci Ilke Demir 81 380 0 08 Jan 2019
Exposing Deep Fakes Using Inconsistent Head Poses Xin Yang Yuezun Li Siwei Lyu CVBM 78 883 0 01 Nov 2018
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.5K 14,618 0 07 Oct 2016
Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networks Kaipeng Zhang Zhanpeng Zhang Zhifeng Li Yu Qiao CVBM 178 4,979 0 11 Apr 2016
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 259 8,433 0 28 Nov 2014
Deep Learning in Neural Networks: An Overview Jürgen Schmidhuber HAI 250 16,405 0 30 Apr 2014