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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
Adaptive Mixture of Experts Learning for Generalizable Face Anti-Spoofing—0
Online Adaptive Personalization for Face Anti-spoofingCode0
Generalizable Method for Face Anti-Spoofing with Semi-Supervised LearningCode1
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
PatchNet: A Simple Face Anti-Spoofing Framework via Fine-Grained Patch RecognitionCode1
Adaptive Transformers for Robust Few-shot Cross-domain Face Anti-spoofing—0
Domain Generalization via Shuffled Style Assembly for Face Anti-SpoofingCode1
Learning Multiple Explainable and Generalizable Cues for Face Anti-spoofing—0
Flexible-Modal Face Anti-Spoofing: A BenchmarkCode1
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
Dual Spoof Disentanglement Generation for Face Anti-spoofing with Depth Uncertainty LearningCode2
Efficient Anomaly Detection Using Self-Supervised Multi-Cue Tasks—0
Consistency Regularization for Deep Face Anti-SpoofingCode1
Meta-Teacher For Face Anti-Spoofing—0
Disentangled Representation with Dual-stage Feature Learning for Face Anti-spoofing—0
Learning Meta Pattern for Face Anti-SpoofingCode1
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
Deep Learning for Face Anti-Spoofing: A SurveyCode1
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
Dual-Cross Central Difference Network for Face Anti-SpoofingCode1
Bi-FPNFAS: Bi-Directional Feature Pyramid Network for Pixel-Wise Face Anti-Spoofing by Leveraging Fourier SpectraCode0
A Dataset and Benchmark Towards Multi-Modal Face Anti-Spoofing Under Surveillance Scenarios—0
A-DeepPixBis: Attentional Angular Margin for Face Anti-Spoofing—0
Cross Modal Focal Loss for RGBD Face Anti-SpoofingCode1
CelebA-Spoof Challenge 2020 on Face Anti-Spoofing: Methods and ResultsCode1
Self-Domain Adaptation for Face Anti-Spoofing—0
Adversarial Unsupervised Domain Adaptation Guided with Deep Clustering for Face Presentation Attack Detection—0
Aurora Guard: Reliable Face Anti-Spoofing via Mobile Lighting System—0
Camera Invariant Feature Learning for Generalized Face Anti-spoofing—0
Physics-Guided Spoof Trace Disentanglement for Generic Face Anti-Spoofing—0
Suppressing Spoof-irrelevant Factors for Domain-agnostic Face Anti-spoofing—0
Uncertainty-Aware Physically-Guided Proxy Tasks for Unseen Domain Face Anti-spoofing—0
Revisiting Pixel-Wise Supervision for Face Anti-SpoofingCode0
On the Effectiveness of Vision Transformers for Zero-shot Face Anti-SpoofingCode0
NAS-FAS: Static-Dynamic Central Difference Network Search for Face Anti-Spoofing—0
A Survey On Anti-Spoofing Methods For Face Recognition with RGB Cameras of Generic Consumer Devices—0
DRL-FAS: A Novel Framework Based on Deep Reinforcement Learning for Face Anti-Spoofing—0
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