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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 )

Title	Date	Tasks	Status	Score
Deep Pixel-wise Binary Supervision for Face Presentation Attack Detection	Jul 9, 2019	Face Anti-SpoofingFace Presentation Attack Detection	CodeCode Available	5
Deep Anomaly Detection for Generalized Face Anti-Spoofing	Apr 17, 2019	Anomaly DetectionFace Anti-Spoofing	CodeCode Available	5
Latent Distribution Adjusting for Face Anti-Spoofing	May 16, 2023	Face Anti-SpoofingPrototype Selection	CodeCode Available	5
Learning One Class Representations for Face Presentation Attack Detection using Multi-channel Convolutional Neural Networks	Jul 22, 2020	Face Anti-SpoofingFace Presentation Attack Detection	CodeCode Available	5
On the Effectiveness of Vision Transformers for Zero-shot Face Anti-Spoofing	Nov 16, 2020	Face Anti-SpoofingFace Recognition	CodeCode Available	5
A visualization method for data domain changes in CNN networks and the optimization method for selecting thresholds in classification tasks	Apr 19, 2024	Data AugmentationData Visualization	CodeCode Available	5
AdvFAS: A robust face anti-spoofing framework against adversarial examples	Aug 4, 2023	Adversarial DefenseFace Anti-Spoofing	CodeCode Available	5
Generalized Face Anti-spoofing via Finer Domain Partition and Disentangling Liveness-irrelevant Factors	Jul 11, 2024	DiversityDomain Generalization	CodeCode Available	5
Deep Ensemble Learning with Frame Skipping for Face Anti-Spoofing	Jul 6, 2023	Ensemble LearningFace Anti-Spoofing	CodeCode Available	5
Generalized Presentation Attack Detection: a face anti-spoofing evaluation proposal	Apr 12, 2019	Face Anti-Spoofing	CodeCode Available	5

Title

Status

Hype

Deep Pixel-wise Binary Supervision for Face Presentation Attack Detection

CodeCode Available

Deep Anomaly Detection for Generalized Face Anti-Spoofing

CodeCode Available

Latent Distribution Adjusting for Face Anti-Spoofing

CodeCode Available

Learning One Class Representations for Face Presentation Attack Detection using Multi-channel Convolutional Neural Networks

CodeCode Available

On the Effectiveness of Vision Transformers for Zero-shot Face Anti-Spoofing