Explaining Deepfake Detection by Analysing Image Matching

20 July 2022

S. Dong

Jin Wang

Jiajun Liang

Haoqiang Fan

Renhe Ji

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Papers citing "Explaining Deepfake Detection by Analysing Image Matching"

29 / 29 papers shown

Title
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 170 2 0 26 Nov 2024
Exploiting Fine-grained Face Forgery Clues via Progressive Enhancement Learning Qiqi Gu Shen Chen Taiping Yao Yang Chen Shouhong Ding Ran Yi CVBM 82 135 0 28 Dec 2021
Improving the Efficiency and Robustness of Deepfakes Detection through Precise Geometric Features Zekun Sun Yujie Han Zeyu Hua Na Ruan Weijia Jia AAML 85 126 0 09 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
Frequency-aware Discriminative Feature Learning Supervised by Single-Center Loss for Face Forgery Detection Jiaming Li Hongtao Xie Jiahong Li Zhongyuan Wang Yongdong Zhang CVBM 80 245 0 16 Mar 2021
Multi-attentional Deepfake Detection Hanqing Zhao Wenbo Zhou Dongdong Chen Tianyi Wei Weiming Zhang Nenghai Yu 3DPC 97 626 0 03 Mar 2021
Spatial-Phase Shallow Learning: Rethinking Face Forgery Detection in Frequency Domain Honggu Liu Xiaodan Li Wenbo Zhou YueFeng Chen Yuan He Hui Xue Weiming Zhang Nenghai Yu CVBM 233 378 0 02 Mar 2021
Learning Self-Consistency for Deepfake Detection Tianchen Zhao Xiang Xu Mingze Xu Hui Ding Yuanjun Xiong Wei Xia SSL 89 272 0 16 Dec 2020
Interpreting and Boosting Dropout from a Game-Theoretic View Hao Zhang Sen Li Yinchao Ma Mingjie Li Yichen Xie Quanshi Zhang FAtt AI4CE 81 47 0 24 Sep 2020
What makes fake images detectable? Understanding properties that generalize Lucy Chai David Bau Ser-Nam Lim Phillip Isola AAML WIGM 96 311 0 24 Aug 2020
The DeepFake Detection Challenge (DFDC) Dataset Brian Dolhansky Joanna Bitton Ben Pflaum Jikuo Lu Russ Howes Menglin Wang Cristian Canton Ferrer PICV 37 247 0 12 Jun 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
FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping Lingzhi Li Jianmin Bao Hao Yang Dong Chen Fang Wen CVBM 84 339 0 31 Dec 2019
Use of a Capsule Network to Detect Fake Images and Videos H. Nguyen Junichi Yamagishi Isao Echizen 40 188 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 2,097 0 25 Jan 2019
Interpreting CNNs via Decision Trees Quanshi Zhang Yu Yang Ying Nian Wu Song-Chun Zhu FAtt 73 323 0 01 Feb 2018
Net2Vec: Quantifying and Explaining how Concepts are Encoded by Filters in Deep Neural Networks Ruth C. Fong Andrea Vedaldi FAtt 80 264 0 10 Jan 2018
Grad-CAM++: Improved Visual Explanations for Deep Convolutional Networks Aditya Chattopadhyay Anirban Sarkar Prantik Howlader V. Balasubramanian FAtt 119 2,311 0 30 Oct 2017
Interpreting CNN Knowledge via an Explanatory Graph Quanshi Zhang Ruiming Cao Feng Shi Ying Nian Wu Song-Chun Zhu FAtt GNN SSL 64 242 0 05 Aug 2017
Network Dissection: Quantifying Interpretability of Deep Visual Representations David Bau Bolei Zhou A. Khosla A. Oliva Antonio Torralba MILM FAtt 158 1,526 1 19 Apr 2017
Interpretable Explanations of Black Boxes by Meaningful Perturbation Ruth C. Fong Andrea Vedaldi FAtt AAML 83 1,525 0 11 Apr 2017
Recasting Residual-based Local Descriptors as Convolutional Neural Networks: an Application to Image Forgery Detection D. Cozzolino Giovanni Poggi L. Verdoliva 136 329 0 14 Mar 2017
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.4K 14,618 0 07 Oct 2016
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 253 9,342 0 14 Dec 2015
Object Detectors Emerge in Deep Scene CNNs Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba ObjD 162 1,283 0 22 Dec 2014
Understanding Deep Image Representations by Inverting Them Aravindh Mahendran Andrea Vedaldi FAtt 131 1,967 0 26 Nov 2014
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps Karen Simonyan Andrea Vedaldi Andrew Zisserman FAtt 314 7,321 0 20 Dec 2013
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 600 15,907 0 12 Nov 2013