Face Anti-Spoofing

64 papers with code • 8 benchmarks • 17 datasets

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 )

Libraries

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Gradient Alignment for Cross-Domain Face Anti-Spoofing

FaceOnLive/Face-Liveness-Detection-SDK-Linux 29 Feb 2024

Recent advancements in domain generalization (DG) for face anti-spoofing (FAS) have garnered considerable attention.

82
29 Feb 2024

Suppress and Rebalance: Towards Generalized Multi-Modal Face Anti-Spoofing

FaceOnLive/Face-Liveness-Detection-SDK-Linux 29 Feb 2024

Face Anti-Spoofing (FAS) is crucial for securing face recognition systems against presentation attacks.

82
29 Feb 2024

SHIELD : An Evaluation Benchmark for Face Spoofing and Forgery Detection with Multimodal Large Language Models

FaceOnLive/Face-Liveness-Detection-SDK-Linux 6 Feb 2024

For the face forgery detection task, we evaluate GAN-based and diffusion-based data with both visual and acoustic modalities.

82
06 Feb 2024

Cross-Database Liveness Detection: Insights from Comparative Biometric Analysis

FaceOnLive/Face-Liveness-Detection-SDK-Linux 29 Jan 2024

In an era where biometric security serves as a keystone of modern identity verification systems, ensuring the authenticity of these biometric samples is paramount.

82
29 Jan 2024

Domain-Generalized Face Anti-Spoofing with Unknown Attacks

FaceOnLive/Face-Liveness-Detection-SDK-Linux 18 Oct 2023

Although face anti-spoofing (FAS) methods have achieved remarkable performance on specific domains or attack types, few studies have focused on the simultaneous presence of domain changes and unknown attacks, which is closer to real application scenarios.

82
18 Oct 2023

FLIP: Cross-domain Face Anti-spoofing with Language Guidance

FaceOnLive/Face-Liveness-Detection-SDK-Linux ICCV 2023

Specifically, we show that aligning the image representation with an ensemble of class descriptions (based on natural language semantics) improves FAS generalizability in low-data regimes.

82
28 Sep 2023

S-Adapter: Generalizing Vision Transformer for Face Anti-Spoofing with Statistical Tokens

FaceOnLive/Face-Liveness-Detection-SDK-Linux 7 Sep 2023

Face Anti-Spoofing (FAS) aims to detect malicious attempts to invade a face recognition system by presenting spoofed faces.

82
07 Sep 2023

Enhancing Mobile Face Anti-Spoofing: A Robust Framework for Diverse Attack Types under Screen Flash

FaceOnLive/Face-Liveness-Detection-SDK-Linux 29 Aug 2023

In this paper, we propose an attack type robust face anti-spoofing framework under light flash, called ATR-FAS.

82
29 Aug 2023

Deep Ensemble Learning with Frame Skipping for Face Anti-Spoofing

FaceOnLive/Face-Liveness-Detection-SDK-Linux 6 Jul 2023

Face presentation attacks (PA), also known as spoofing attacks, pose a substantial threat to biometric systems that rely on facial recognition systems, such as access control systems, mobile payments, and identity verification systems.

82
06 Jul 2023

Joint Statistical and Causal Feature Modulated Face Anti-Spoofing

FaceOnLive/Face-Liveness-Detection-SDK-Linux journal 2023

In this paper, we propose a hierarchical feature modulation (HFM) approach for stable face anti-spoofing in unseen domains and unseen attacks.

82
04 Jul 2023