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 …
Use of a capsule network to detect fake images and videos
The revolution in computer hardware, especially in graphics processing units and tensor
processing units, has enabled significant advances in computer graphics and artificial …
processing units, has enabled significant advances in computer graphics and artificial …
Learning one class representations for face presentation attack detection using multi-channel convolutional neural networks
Face recognition has evolved as a widely used biometric modality. However, its vulnerability
against presentation attacks poses a significant security threat. Though presentation attack …
against presentation attacks poses a significant security threat. Though presentation attack …
On the robustness of face recognition algorithms against attacks and bias
Face recognition algorithms have demonstrated very high recognition performance,
suggesting suitability for real world applications. Despite the enhanced accuracies …
suggesting suitability for real world applications. Despite the enhanced accuracies …
Conv-MLP: a convolution and MLP mixed model for multimodal face anti-spoofing
Local features contain crucial clues for face anti-spoofing. Convolutional neural networks
(CNNs) are powerful in extracting local features, but the intrinsic inductive bias of CNNs …
(CNNs) are powerful in extracting local features, but the intrinsic inductive bias of CNNs …
[PDF][PDF] Digital and physical face attacks: Reviewing and one step further
With the rapid progress over the past five years, face authentication has become the most
pervasive biometric recognition method. Thanks to the high-accuracy recognition …
pervasive biometric recognition method. Thanks to the high-accuracy recognition …
3D face anti-spoofing with factorized bilinear coding
We have witnessed rapid advances in both face presentation attack models and
presentation attack detection (PAD) in recent years. When compared with widely studied 2D …
presentation attack detection (PAD) in recent years. When compared with widely studied 2D …
Domain generalization for face anti-spoofing via negative data augmentation
W Wang, P Liu, H Zheng, R Ying… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In practical applications, the generalization capability of face anti-spoofing (FAS) models on
unseen domains is of paramount importance to adapt to diverse camera sensors, device …
unseen domains is of paramount importance to adapt to diverse camera sensors, device …
Enhanced iris presentation attack detection via contraction-expansion CNN
The vulnerability of iris recognition algorithms against presentation attacks including
textured contact lens is a serious concern. Several presentation attack detection (PAD) …
textured contact lens is a serious concern. Several presentation attack detection (PAD) …
Unified detection of digital and physical face attacks
State-of-the-art defense mechanisms against face attacks achieve near perfect accuracies
within one of three attack categories, namely adversarial, digital manipulation, or physical …
within one of three attack categories, namely adversarial, digital manipulation, or physical …