Combining EfficientNet and Vision Transformers for Video Deepfake
Detection

Combining EfficientNet and Vision Transformers for Video Deepfake Detection

6 July 2021

Claudio Gennaro

Fabrizio Falchi

Papers citing "Combining EfficientNet and Vision Transformers for Video Deepfake Detection"

13 / 13 papers shown

Title
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Tharindu Fernando Clinton Fookes S. Sridharan Simon Denman 34 0 0 08 May 2025
Distilled Transformers with Locally Enhanced Global Representations for Face Forgery Detection Yaning Zhang Qiufu Li Zitong Yu L. Shen ViT 40 3 0 31 Dec 2024
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Dragos-Alexandru Boldisor Stefan Smeu Dan Oneaţă Elisabeta Oneata 87 1 0 29 Nov 2024
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 100 0 0 26 Nov 2024
DiMoDif: Discourse Modality-information Differentiation for Audio-visual Deepfake Detection and Localization C. Koutlis Symeon Papadopoulos 53 2 0 15 Nov 2024
MFCLIP: Multi-modal Fine-grained CLIP for Generalizable Diffusion Face Forgery Detection Yaning Zhang Tianyi Wang Zitong Yu Zan Gao Linlin Shen Shengyong Chen DiffM 65 3 0 15 Sep 2024
Solutions to Deepfakes: Can Camera Hardware, Cryptography, and Deep Learning Verify Real Images? Alexander Vilesov Yuan Tian Nader Sehatbakhsh A. Kadambi 14 0 0 04 Jul 2024
An adversarial attack approach for eXplainable AI evaluation on deepfake detection models Balachandar Gowrisankar V. Thing AAML 13 11 0 08 Dec 2023
ZK-IMG: Attested Images via Zero-Knowledge Proofs to Fight Disinformation Daniel Kang Tatsunori Hashimoto Ion Stoica Yi Sun 8 12 0 09 Nov 2022
Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work Khawar Islam ViT 16 44 0 03 Mar 2022
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 225 2,404 0 04 Jan 2021
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 127 1,018 0 27 Sep 2019
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 261 10,106 0 16 Nov 2016