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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 26–50 of 204 papers

TitleStatusHype
Deep Spatial Gradient and Temporal Depth Learning for Face Anti-spoofingCode1
CelebA-Spoof: Large-Scale Face Anti-Spoofing Dataset with Rich AnnotationsCode1
One-Class Face Anti-spoofing via Spoof Cue Map-Guided Feature LearningCode1
Instance-Aware Domain Generalization for Face Anti-SpoofingCode1
CelebA-Spoof Challenge 2020 on Face Anti-Spoofing: Methods and ResultsCode1
Enhancing Mobile Face Anti-Spoofing: A Robust Framework for Diverse Attack Types under Screen FlashCode1
Learn Convolutional Neural Network for Face Anti-SpoofingCode1
DiffFAS: Face Anti-Spoofing via Generative Diffusion ModelsCode1
Domain Generalization via Shuffled Style Assembly for Face Anti-SpoofingCode1
Consistency Regularization for Deep Face Anti-SpoofingCode1
Creating Artificial Modalities to Solve RGB LivenessCode1
Multi-domain Learning for Updating Face Anti-spoofing ModelsCode1
Dual-Cross Central Difference Network for Face Anti-SpoofingCode1
Cross Modal Focal Loss for RGBD Face Anti-SpoofingCode1
Cyclically Disentangled Feature Translation for Face Anti-spoofingCode1
Searching Central Difference Convolutional Networks for Face Anti-SpoofingCode1
Deep Change Monitoring: A Hyperbolic Representative Learning Framework and a Dataset for Long-term Fine-grained Tree Change DetectionCode1
AdvFAS: A robust face anti-spoofing framework against adversarial examplesCode0
A Dataset and Benchmark for Large-scale Multi-modal Face Anti-spoofingCode0
Improving Face Anti-Spoofing by 3D Virtual SynthesisCode0
Generalized Face Liveness Detection via De-fake Face GeneratorCode0
BIG-MoE: Bypass Isolated Gating MoE for Generalized Multimodal Face Anti-SpoofingCode0
Generalized Presentation Attack Detection: a face anti-spoofing evaluation proposalCode0
Bi-FPNFAS: Bi-Directional Feature Pyramid Network for Pixel-Wise Face Anti-Spoofing by Leveraging Fourier SpectraCode0
Deep Pixel-wise Binary Supervision for Face Presentation Attack DetectionCode0
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