Deep learning for face anti-spoofing: A survey
Face anti-spoofing (FAS) has lately attracted increasing attention due to its vital role in
securing face recognition systems from presentation attacks (PAs). As more and more …
securing face recognition systems from presentation attacks (PAs). As more and more …
Unified physical-digital attack detection challenge
Abstract Face Anti-Spoofing (FAS) is crucial to safeguard Face Recognition (FR) Systems. In
real-world scenarios FRs are confronted with both physical and digital attacks. However …
real-world scenarios FRs are confronted with both physical and digital attacks. However …
Face liveness detection using artificial intelligence techniques: A systematic literature review and future directions
Biometrics has been evolving as an exciting yet challenging area in the last decade. Though
face recognition is one of the most promising biometrics techniques, it is vulnerable to …
face recognition is one of the most promising biometrics techniques, it is vulnerable to …
Fm-vit: Flexible modal vision transformers for face anti-spoofing
The availability of handy multi-modal (ie, RGB-D) sensors has brought about a surge of face
anti-spoofing research. However, the current multi-modal face presentation attack detection …
anti-spoofing research. However, the current multi-modal face presentation attack detection …
CFPL-FAS: Class Free Prompt Learning for Generalizable Face Anti-spoofing
Abstract Domain generalization (DG) based Face Anti-Spoofing (FAS) aims to improve the
model's performance on unseen domains. Existing methods either rely on domain labels to …
model's performance on unseen domains. Existing methods either rely on domain labels to …
Hierarchical frequency-assisted interactive networks for face manipulation detection
Recently, face manipulation techniques have caused increasing trust concerns in our
society. Although current face manipulation detection methods achieve impressive …
society. Although current face manipulation detection methods achieve impressive …
Meta-teacher for face anti-spoofing
Face anti-spoofing (FAS) secures face recognition from presentation attacks (PAs). Existing
FAS methods usually supervise PA detectors with handcrafted binary or pixel-wise labels …
FAS methods usually supervise PA detectors with handcrafted binary or pixel-wise labels …
Forgery-aware adaptive transformer for generalizable synthetic image detection
In this paper we study the problem of generalizable synthetic image detection aiming to
detect forgery images from diverse generative methods eg GANs and diffusion models …
detect forgery images from diverse generative methods eg GANs and diffusion models …
Learning multi-granularity temporal characteristics for face anti-spoofing
Face anti-spoofing (FAS) is essential for securing face recognition systems. Despite the
decent performance, few existing works fully leverage temporal information. This would …
decent performance, few existing works fully leverage temporal information. This would …
Test-time domain generalization for face anti-spoofing
Abstract Face Anti-Spoofing (FAS) is pivotal in safeguarding facial recognition systems
against presentation attacks. While domain generalization (DG) methods have been …
against presentation attacks. While domain generalization (DG) methods have been …