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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
Mask Attack Detection Using Vascular-weighted Motion-robust rPPG Signals—0
Latent Distribution Adjusting for Face Anti-SpoofingCode0
FM-ViT: Flexible Modal Vision Transformers for Face Anti-Spoofing—0
MA-ViT: Modality-Agnostic Vision Transformers for Face Anti-Spoofing—0
Surveillance Face Presentation Attack Detection Challenge—0
Wild Face Anti-Spoofing Challenge 2023: Benchmark and ResultsCode0
Rehearsal-Free Domain Continual Face Anti-Spoofing: Generalize More and Forget Less—0
Spoof Trace Disentanglement for generic face antispoofing—0
Liveness score-based regression neural networks for face anti-spoofing—0
EnfoMax: Domain Entropy and Mutual Information Maximization for Domain Generalized Face Anti-spoofing—0
Rethinking Vision Transformer and Masked Autoencoder in Multimodal Face Anti-Spoofing—0
M3FAS: An Accurate and Robust MultiModal Mobile Face Anti-Spoofing SystemCode0
Surveillance Face Anti-spoofing—0
Towards Unsupervised Domain Generalization for Face Anti-Spoofing—0
Learning Polysemantic Spoof Trace: A Multi-Modal Disentanglement Network for Face Anti-spoofing—0
Face Presentation Attack Detection—0
Generalized Face Anti-Spoofing via Multi-Task Learning and One-Side Meta Triplet Loss—0
Race Bias Analysis of Bona Fide Errors in face anti-spoofing—0
Forensicability Assessment of Questioned Images in Recapturing Detection—0
Face Anti-Spoofing from the Perspective of Data Sampling—0
Learning Facial Liveness Representation for Domain Generalized Face Anti-spoofing—0
Benchmarking Joint Face Spoofing and Forgery Detection with Visual and Physiological Cues—0
Multi-Frames Temporal Abnormal Clues Learning Method for Face Anti-Spoofing—0
Post-Train Adaptive MobileNet for Fast Anti-Spoofing—0
Adaptive Mixture of Experts Learning for Generalizable Face Anti-Spoofing—0
Generative Domain Adaptation for Face Anti-Spoofing—0
Online Adaptive Personalization for Face Anti-spoofingCode0
Exposing Fine-Grained Adversarial Vulnerability of Face Anti-Spoofing Models—0
A Novel Face-Anti Spoofing Neural Network Model For Face Recognition And Detection—0
Robust Face Anti-Spoofing with Dual Probabilistic Modeling—0
Adaptive Transformers for Robust Few-shot Cross-domain Face Anti-spoofing—0
Learning Multiple Explainable and Generalizable Cues for Face Anti-spoofing—0
A personalized benchmark for face anti-spoofingCode0
Feature Generation and Hypothesis Verification for Reliable Face Anti-SpoofingCode0
Deep Learning meets Liveness Detection: Recent Advancements and ChallengesCode0
Review of Face Presentation Attack Detection Competitions—0
Efficient Anomaly Detection Using Self-Supervised Multi-Cue Tasks—0
Meta-Teacher For Face Anti-Spoofing—0
Disentangled Representation with Dual-stage Feature Learning for Face Anti-spoofing—0
PATRON: Exploring respiratory signal derived from non-contact face videos for face anti-spoofingCode0
Shuffled Patch-Wise Supervision for Presentation Attack Detection—0
Two-stream Convolutional Networks for Multi-frame Face Anti-spoofing—0
Adaptive Normalized Representation Learning for Generalizable Face Anti-Spoofing—0
Structure Destruction and Content Combination for Face Anti-Spoofing—0
Domain Generalization with Pseudo-Domain Label for Face Anti-Spoofing—0
Dual Reweighting Domain Generalization for Face Presentation Attack Detection—0
Few-Shot Domain Expansion for Face Anti-Spoofing—0
Unsupervised Compound Domain Adaptation for Face Anti-Spoofing—0
Generalizable Representation Learning for Mixture Domain Face Anti-Spoofing—0
Bi-FPNFAS: Bi-Directional Feature Pyramid Network for Pixel-Wise Face Anti-Spoofing by Leveraging Fourier SpectraCode0
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