Self-supervised Transformer for Deepfake Detection

2 March 2022

Papers citing "Self-supervised Transformer for Deepfake Detection"

20 / 20 papers shown

Title
Code and Pixels: Multi-Modal Contrastive Pre-training for Enhanced Tabular Data Analysis Kankana Roy Lars Krämer Sebastian Domaschke Malik Haris Roland Aydin Fabian Isensee Martin Held 40 0 0 13 Jan 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 102 0 0 26 Nov 2024
XWSB: A Blend System Utilizing XLS-R and WavLM with SLS Classifier detection system for SVDD 2024 Challenge Qishan Zhang Shuangbing Wen Fangke Yan Tao Hu Jun Li 25 2 0 27 Sep 2024
WWW: Where, Which and Whatever Enhancing Interpretability in Multimodal Deepfake Detection Juho Jung Sangyoun Lee Jooeon Kang Yunjin Na 19 0 0 06 Aug 2024
Learning Natural Consistency Representation for Face Forgery Video Detection Daichi Zhang Zihao Xiao Shikun Li Fanzhao Lin Jianmin Li Shiming Ge CVBM 32 9 0 15 Jul 2024
Learning Spatiotemporal Inconsistency via Thumbnail Layout for Face Deepfake Detection Yuting Xu Jian Liang Lijun Sheng Xiao-Yu Zhang 37 8 0 15 Mar 2024
Unearthing Common Inconsistency for Generalisable Deepfake Detection Beilin Chu Xuan Xu Weike You Linna Zhou 19 0 0 20 Nov 2023
Self-Supervised Transformer with Domain Adaptive Reconstruction for General Face Forgery Video Detection Daichi Zhang Zihao Xiao Jianmin Li Shiming Ge CVBM ViT 25 2 0 09 Sep 2023
Self-Supervised Graph Transformer for Deepfake Detection Aminollah Khormali Ji Yuan ViT 19 7 0 27 Jul 2023
TALL: Thumbnail Layout for Deepfake Video Detection Yuting Xu Jian Liang Gengyun Jia Ziming Yang Yanhao Zhang R. He ViT 41 52 0 14 Jul 2023
NPVForensics: Jointing Non-critical Phonemes and Visemes for Deepfake Detection Yu Chen Yang Yu R. Ni Yao-Min Zhao Haoliang Li 27 2 0 12 Jun 2023
Unmasking Deepfakes: Masked Autoencoding Spatiotemporal Transformers for Enhanced Video Forgery Detection Sayantan Das Mojtaba Kolahdouzi Levent Özparlak Will Hickie Ali Etemad ViT CVBM 11 3 0 12 Jun 2023
SepMark: Deep Separable Watermarking for Unified Source Tracing and Deepfake Detection Xiaoshuai Wu Xin Liao Bo Ou 24 37 0 10 May 2023
Beyond the Prior Forgery Knowledge: Mining Critical Clues for General Face Forgery Detection Anwei Luo Chen Kong Jiwu Huang Yongjian Hu Xiangui Kang Alex C. Kot AAML 17 39 0 24 Apr 2023
Hierarchical Forgery Classifier On Multi-modality Face Forgery Clues Decheng Liu Zeyang Zheng Chunlei Peng Yukai Wang N. Wang Xinbo Gao CVBM 14 15 0 30 Dec 2022
CrossCLR: Cross-modal Contrastive Learning For Multi-modal Video Representations Mohammadreza Zolfaghari Yi Zhu Peter V. Gehler Thomas Brox 125 127 0 30 Sep 2021
M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection Junke Wang Zuxuan Wu Wenhao Ouyang Xintong Han Jingjing Chen Ser-Nam Lim Yu-Gang Jiang ViT 102 254 0 20 Apr 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 157 357 0 02 Mar 2021
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 135 1,037 0 27 Sep 2019
VoxCeleb2: Deep Speaker Recognition Joon Son Chung Arsha Nagrani Andrew Zisserman 214 2,224 0 14 Jun 2018