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Face Anti-Spoofing

Facial anti-spoofing is the task of preventing false facial verification by using a photo, video, mask or a different substitute for an authorized person’s face. Some examples of attacks:

  • Print attack: The attacker uses someone’s photo. The image is printed or displayed on a digital device.

  • Replay/video attack: A more sophisticated way to trick the system, which usually requires a looped video of a victim’s face. This approach ensures behaviour and facial movements to look more ‘natural’ compared to holding someone’s photo.

  • 3D mask attack: During this type of attack, a mask is used as the tool of choice for spoofing. It’s an even more sophisticated attack than playing a face video. In addition to natural facial movements, it enables ways to deceive some extra layers of protection such as depth sensors.

( Image credit: Learning Generalizable and Identity-Discriminative Representations for Face Anti-Spoofing )

Papers

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Showing 101–150 of 204 papers

TitleStatusHype
Camera Invariant Feature Learning for Generalized Face Anti-spoofing—0
Mask Attack Detection Using Vascular-weighted Motion-robust rPPG Signals—0
MA-ViT: Modality-Agnostic Vision Transformers for Face Anti-Spoofing—0
EnfoMax: Domain Entropy and Mutual Information Maximization for Domain Generalized Face Anti-spoofing—0
Learning Meta Model for Zero- and Few-shot Face Anti-spoofing—0
Meta-Teacher For Face Anti-Spoofing—0
Modeling Spoof Noise by De-spoofing Diffusion and its Application in Face Anti-spoofing—0
Adaptive Transformers for Robust Few-shot Cross-domain Face Anti-spoofing—0
Multi-Frames Temporal Abnormal Clues Learning Method for Face Anti-Spoofing—0
Multi-Modal Face Anti-Spoofing via Cross-Modal Feature Transitions—0
NAS-FAS: Static-Dynamic Central Difference Network Search for Face Anti-Spoofing—0
On Improving Temporal Consistency for Online Face Liveness Detection—0
CASIA-SURF: A Large-scale Multi-modal Benchmark for Face Anti-spoofing—0
CASIA-SURF CeFA: A Benchmark for Multi-modal Cross-ethnicity Face Anti-spoofing—0
Optimal Transport-Guided Source-Free Adaptation for Face Anti-Spoofing—0
Physics-Guided Spoof Trace Disentanglement for Generic Face Anti-Spoofing—0
Post-Train Adaptive MobileNet for Fast Anti-Spoofing—0
Presentation Attack Detection using Convolutional Neural Networks and Local Binary Patterns—0
Principles of Designing Robust Remote Face Anti-Spoofing Systems—0
Race Bias Analysis of Bona Fide Errors in face anti-spoofing—0
Re-evaluation of Face Anti-spoofing Algorithm in Post COVID-19 Era Using Mask Based Occlusion Attack—0
Rehearsal-Free Domain Continual Face Anti-Spoofing: Generalize More and Forget Less—0
Rethinking Generalizable Face Anti-spoofing via Hierarchical Prototype-guided Distribution Refinement in Hyperbolic Space—0
Rethinking Vision Transformer and Masked Autoencoder in Multimodal Face Anti-Spoofing—0
CFPL-FAS: Class Free Prompt Learning for Generalizable Face Anti-spoofing—0
Review of Face Presentation Attack Detection Competitions—0
RGB Guided ToF Imaging System: A Survey of Deep Learning-based Methods—0
Robust face anti-spoofing framework with Convolutional Vision Transformer—0
Robust Face Anti-Spoofing with Dual Probabilistic Modeling—0
Concept Discovery in Deep Neural Networks for Explainable Face Anti-Spoofing—0
Saliency-based Video Summarization for Face Anti-spoofing—0
Self-Domain Adaptation for Face Anti-Spoofing—0
Semi-Supervised learning for Face Anti-Spoofing using Apex frame—0
Shuffled Patch-Wise Supervision for Presentation Attack Detection—0
Confidence Aware Learning for Reliable Face Anti-spoofing—0
Spoof Trace Disentanglement for generic face antispoofing—0
Static and Dynamic Fusion for Multi-modal Cross-ethnicity Face Anti-spoofing—0
Structure Destruction and Content Combination for Face Anti-Spoofing—0
Style Transfer Applied to Face Liveness Detection with User-Centered Models—0
Supervised Contrastive Learning for Snapshot Spectral Imaging Face Anti-Spoofing—0
Suppressing Spoof-irrelevant Factors for Domain-agnostic Face Anti-spoofing—0
Surveillance Face Anti-spoofing—0
Surveillance Face Presentation Attack Detection Challenge—0
TeG-DG: Textually Guided Domain Generalization for Face Anti-Spoofing—0
Test-Time Domain Generalization for Face Anti-Spoofing—0
Time-Aware Face Anti-Spoofing with Rotation Invariant Local Binary Patterns and Deep Learning—0
Towards Real-time Eyeblink Detection in The Wild:Dataset,Theory and Practices—0
Towards Unsupervised Domain Generalization for Face Anti-Spoofing—0
Two-stream Convolutional Networks for Multi-frame Face Anti-spoofing—0
Uncertainty-Aware Physically-Guided Proxy Tasks for Unseen Domain Face Anti-spoofing—0
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