Tex-ViT: A Generalizable, Robust, Texture-based dual-branch cross-attention deepfake detector

29 August 2024

Papers citing "Tex-ViT: A Generalizable, Robust, Texture-based dual-branch cross-attention deepfake detector"

21 / 21 papers shown

Title
Combining EfficientNet and Vision Transformers for Video Deepfake Detection D. Coccomini Nicola Messina Claudio Gennaro Fabrizio Falchi ViT 65 172 0 06 Jul 2021
CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification Chun-Fu Chen Quanfu Fan Yikang Shen ViT 68 1,469 0 27 Mar 2021
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 359 6,731 0 23 Dec 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 553 40,739 0 22 Oct 2020
Dynamic texture analysis for detecting fake faces in video sequences Mattia Bonomi Cecilia Pasquini G. Boato CVBM 37 34 0 30 Jul 2020
Global Texture Enhancement for Fake Face Detection in the Wild Zhengzhe Liu Xiaojuan Qi Philip Torr CVBM 49 289 0 01 Feb 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
CNN-generated images are surprisingly easy to spot... for now Sheng-Yu Wang Oliver Wang Richard Y. Zhang Andrew Owens Alexei A. Efros OOD 137 976 0 23 Dec 2019
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 208 3,480 0 30 Sep 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 131 18,058 0 28 May 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 604 4,766 0 13 May 2019
STGAN: A Unified Selective Transfer Network for Arbitrary Image Attribute Editing Ming-Yu Liu Yukang Ding Min Xia Xiao-Chang Liu Errui Ding W. Zuo Shilei Wen 66 329 0 22 Apr 2019
Detecting GAN generated Fake Images using Co-occurrence Matrices L. Nataraj Tajuddin Manhar Mohammed S. Chandrasekaran A. Flenner Jawadul H. Bappy Amit K. Roy-Chowdhury B. S. Manjunath GAN 71 270 0 15 Mar 2019
On the generalization of GAN image forensics Xinsheng Xuan Bo Peng Wei Wang Jing Dong CVBM 40 142 0 27 Feb 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
Detecting GAN-generated Imagery using Color Cues Scott McCloskey Michael Albright GAN 44 157 0 19 Dec 2018
Exposing Deep Fakes Using Inconsistent Head Poses Xin Yang Yuezun Li Siwei Lyu CVBM 70 881 0 01 Nov 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 271 9,743 0 25 Oct 2017
Random Erasing Data Augmentation Zhun Zhong Liang Zheng Guoliang Kang Shaozi Li Yi Yang 90 3,630 0 16 Aug 2017
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.3K 14,543 0 07 Oct 2016
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 552 15,874 0 12 Nov 2013