Spatiotemporal Inconsistency Learning for DeepFake Video Detection

4 September 2021

Papers citing "Spatiotemporal Inconsistency Learning for DeepFake Video Detection"

33 / 33 papers shown

Title
MVFNet: Multipurpose Video Forensics Network using Multiple Forms of Forensic Evidence Tai D. Nguyen Matthew C. Stamm 87 0 0 26 Mar 2025
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 147 2 0 26 Nov 2024
On Learning Multi-Modal Forgery Representation for Diffusion Generated Video Detection Xiufeng Song Xiao Guo Junxuan Zhang Qirui Li Lei Bai Xiaoming Liu Guangtao Zhai Xiaohong Liu DiffM VGen 114 9 0 31 Oct 2024
Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 103 2 0 29 Aug 2024
Local Relation Learning for Face Forgery Detection Shen Chen Taiping Yao Yang Chen Shouhong Ding Jilin Li Rongrong Ji CVBM 81 263 0 06 May 2021
Multi-attentional Deepfake Detection Hanqing Zhao Wenbo Zhou Dongdong Chen Tianyi Wei Weiming Zhang Nenghai Yu 3DPC 73 611 0 03 Mar 2021
WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection Bojia Zi Minghao Chang Jingjing Chen Xingjun Ma Yu-Gang Jiang CVBM 123 385 0 05 Jan 2021
TDN: Temporal Difference Networks for Efficient Action Recognition Limin Wang Zhan Tong Bin Ji Gangshan Wu 75 396 0 18 Dec 2020
Exposing Deep-faked Videos by Anomalous Co-motion Pattern Detection Gengxing Wang Jiahuan Zhou Ying Nian Wu AAML 58 22 0 11 Aug 2020
Sharp Multiple Instance Learning for DeepFake Video Detection Xiaodan Li Yining Lang YueFeng Chen Xiaofeng Mao Yuan He Shuhui Wang Hui Xue Quan Lu AAML 77 173 0 11 Aug 2020
Two-branch Recurrent Network for Isolating Deepfakes in Videos I. Masi Aditya Killekar R. Mascarenhas Shenoy Pratik Gurudatt Wael AbdAlmageed CVBM 69 367 0 08 Aug 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 103 683 0 18 Jul 2020
DeepRhythm: Exposing DeepFakes with Attentional Visual Heartbeat Rhythms Hua Qi Qing Guo Felix Juefei Xu Xiaofei Xie Lei Ma Wei Feng Yang Liu Jianjun Zhao CVBM 67 201 0 13 Jun 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 54 71 0 13 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 61 836 0 31 Dec 2019
FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping Lingzhi Li Jianmin Bao Hao Yang Dong Chen Fang Wen CVBM 59 336 0 31 Dec 2019
TEINet: Towards an Efficient Architecture for Video Recognition Zhaoyang Liu Donghao Luo Yabiao Wang Limin Wang Ying Tai Chengjie Wang Jilin Li Feiyue Huang Tong Lu ViT 74 239 0 21 Nov 2019
The Deepfake Detection Challenge (DFDC) Preview Dataset Brian Dolhansky Russ Howes Ben Pflaum Nicole Baram Cristian Canton Ferrer 57 496 0 19 Oct 2019
On the Detection of Digital Face Manipulation H. Dang Anand Balakrishnan J. Stehouwer Connor Christopherson David Wingate CVBM AAML 60 544 0 03 Oct 2019
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 179 1,072 0 27 Sep 2019
Multi-task Learning For Detecting and Segmenting Manipulated Facial Images and Videos H. Nguyen Fuming Fang Junichi Yamagishi Isao Echizen AAML CVBM 53 434 0 17 Jun 2019
Recurrent Convolutional Strategies for Face Manipulation Detection in Videos Ekraam Sabir Jiaxin Cheng Ayush Jaiswal Wael AbdAlmageed I. Masi Premkumar Natarajan AAML CVBM 96 456 0 02 May 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 92 2,069 0 25 Jan 2019
TSM: Temporal Shift Module for Efficient Video Understanding Ji Lin Chuang Gan Song Han 85 1,683 0 20 Nov 2018
Exposing Deep Fakes Using Inconsistent Head Poses Xin Yang Yuezun Li Siwei Lyu CVBM 65 880 0 01 Nov 2018
Exposing DeepFake Videos By Detecting Face Warping Artifacts Yuezun Li Siwei Lyu AAML CVBM 58 908 0 01 Nov 2018
Capsule-Forensics: Using Capsule Networks to Detect Forged Images and Videos H. Nguyen Junichi Yamagishi Isao Echizen 55 585 0 26 Oct 2018
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset João Carreira Andrew Zisserman 219 7,989 0 22 May 2017
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 252 19,929 0 07 Oct 2016
Automatic Face Reenactment Pablo Garrido Levi Valgaerts Ole Rehmsen Thorsten Thormählen P. Pérez Christian Theobalt CVBM PICV 3DH 51 166 0 08 Feb 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.6K 76,917 0 18 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.4K 149,842 0 22 Dec 2014
Learning Spatiotemporal Features with 3D Convolutional Networks Du Tran Lubomir D. Bourdev Rob Fergus Lorenzo Torresani Manohar Paluri 3DPC 69 409 0 02 Dec 2014