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Source-Free Domain Adaptation With Domain Generalized Pretraining for Face Anti-Spoofing

IEEE Transactions on Pattern Analysis and Machine Intelligence
Source-free domain adaptation (SFDA) shows the potential to improve the generalizability of deep learning-based face anti-spoofing (FAS) while preserving the privacy and security of sensitive human faces.
Yuchen Liu   +5 more
semanticscholar   +1 more source

FM-CLIP: Flexible Modal CLIP for Face Anti-Spoofing

ACM Multimedia
In this work, borrowing a solution from the large-scale vision-language models (VLMs) instead of directly removing modality-specific signals from visual features, we propose a novel Flexible Modal CLIP (FM-CLIP) for flexible modal FAS, that can utilize ...
Ajian Liu   +8 more
semanticscholar   +1 more source

Style-conditional Prompt Token Learning for Generalizable Face Anti-spoofing

ACM Multimedia
Face anti-spoofing (FAS) based on domain generalization (DG) has attracted increasing attention from researchers. The reason for the poor generalization is that the model is overfitted to salient liveness-irrelevant signals. However, the previous methods
Jiabao Guo   +7 more
semanticscholar   +1 more source

Progressive Transfer Learning for Face Anti-Spoofing

IEEE Transactions on Image Processing, 2021
Ruijie Quan, Yu Wu, Xin Yu
exaly  

Person-Specific Face Spoofing Detection Based on a Siamese Network

Pattern Recognition, 2023
Mingtao Pei, Meng Zhao
exaly  

NAS-FAS: Static-Dynamic Central Difference Network Search for Face Anti-Spoofing

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021
Zitong Yu, Jun Wan, Yunxiao Qin
exaly  

3D Face Anti-Spoofing With Factorized Bilinear Coding

IEEE Transactions on Circuits and Systems for Video Technology, 2021
Shan Jia, Xin Li, Chuanbo Hu
exaly  

Dual Spoof Disentanglement Generation for Face Anti-Spoofing With Depth Uncertainty Learning

IEEE Transactions on Circuits and Systems for Video Technology, 2022
Hangtong Wu, Dan Zeng, Tao Mei
exaly  

Face spoofing detection using Heterogeneous Auto-Similarities of Characteristics

Engineering applications of artificial intelligence
Bahia Yahya-Zoubir   +2 more
semanticscholar   +1 more source

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