A Hybrid CNN-LSTM model for Video Deepfake Detection by Leveraging Optical Flow Features

28 July 2022

Papers citing "A Hybrid CNN-LSTM model for Video Deepfake Detection by Leveraging Optical Flow Features"

20 / 20 papers shown

Title
MVFNet: Multipurpose Video Forensics Network using Multiple Forms of Forensic Evidence Tai D. Nguyen Matthew C. Stamm 116 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 172 2 0 26 Nov 2024
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 298 30,152 0 01 Mar 2022
Advances in adversarial attacks and defenses in computer vision: A survey Naveed Akhtar Ajmal Mian Navid Kardan M. Shah AAML 106 240 0 01 Aug 2021
Adversarially robust deepfake media detection using fused convolutional neural network predictions Sohail Ahmed Khan A. Artusi H. Dai AAML 61 16 0 11 Feb 2021
Using GANs to Synthesise Minimum Training Data for Deepfake Generation Simranjeet Singh Rajneesh Sharma Alan F. Smeaton 31 21 0 10 Nov 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 92 173 0 11 Aug 2020
Deepfake Detection using Spatiotemporal Convolutional Networks Oscar de Lima Sean Franklin Shreshtha Basu Blake Karwoski A. George 3DPC 65 114 0 26 Jun 2020
Generalized Zero and Few-Shot Transfer for Facial Forgery Detection Shivangi Aneja Matthias Nießner 53 43 0 21 Jun 2020
Detecting Deep-Fake Videos from Appearance and Behavior S. Agarwal Tarek El-Gaaly Hany Farid Ser-Nam Lim PICV 51 168 0 29 Apr 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 113 795 0 01 Jan 2020
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 334 5,832 0 03 Dec 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
Deep Learning for Deepfakes Creation and Detection: A Survey Thanh Thi Nguyen Quoc Viet Hung Nguyen Dung Nguyen D. Nguyen Thien Huynh-The S. Nahavandi Thanh Tam Nguyen Quoc-Viet Pham Cu Nguyen 75 450 0 25 Sep 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 172 18,224 0 28 May 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
Exposing Deep Fakes Using Inconsistent Head Poses Xin Yang Yuezun Li Siwei Lyu CVBM 78 883 0 01 Nov 2018
MesoNet: a Compact Facial Video Forgery Detection Network Darius Afchar Vincent Nozick Junichi Yamagishi Isao Echizen CVBM PICV 89 1,265 0 04 Sep 2018
Detail-revealing Deep Video Super-resolution Xin Tao Hongyun Gao Renjie Liao Jue Wang Jiaya Jia SupR 81 505 0 10 Apr 2017
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.5K 14,618 0 07 Oct 2016