Face Presentation Attack Detection

19 papers with code • 2 benchmarks • 5 datasets

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Most implemented papers

Deep Pixel-wise Binary Supervision for Face Presentation Attack Detection

anjith2006/bob.paper.deep_pix_bis_pad.icb2019 9 Jul 2019

The proposed approach achieves an HTER of 0% in Replay Mobile dataset and an ACER of 0. 42% in Protocol-1 of OULU dataset outperforming state of the art methods.

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

Recognito-Vision/Android-FaceRecognition-FaceLivenessDetection 22 Jul 2020

The proposed system is evaluated on the publicly available WMCA multi-channel face PAD database, which contains a wide variety of 2D and 3D attacks.

Domain Adaptation in Multi-Channel Autoencoder based Features for Robust Face Anti-Spoofing

Recognito-Vision/Linux-FaceRecognition-FaceLivenessDetection 9 Jul 2019

The proposed system is tested on a very recent publicly available multi-channel PAD database with a wide variety of presentation attacks.

Specular- and Diffuse-reflection-based Face Spoofing Detection for Mobile Devices

Akinori-F-Ebihara/SpecDiff-spoofing-detector 29 Jul 2019

In light of the rising demand for biometric-authentication systems, preventing face spoofing attacks is a critical issue for the safe deployment of face recognition systems.

Biometric Face Presentation Attack Detection with Multi-Channel Convolutional Neural Network

Recognito-Vision/Linux-FaceRecognition-FaceLivenessDetection IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY 2019

We also introduce the new Wide Multi-Channel presentation Attack (WMCA) database for face PAD which contains a wide variety of 2D and 3D presentation attacks for both impersonation and obfuscation attacks.

Anomaly Detection-Based Unknown Face Presentation Attack Detection

yashasvi97/IJCB2020_anomaly 11 Jul 2020

Anomaly detection-based spoof attack detection is a recent development in face Presentation Attack Detection (fPAD), where a spoof detector is learned using only non-attacked images of users.

MixNet for Generalized Face Presentation Attack Detection

Recognito-Vision/Linux-FaceRecognition-FaceLivenessDetection 25 Oct 2020

The major problem with existing work is the generalizability against multiple attacks both in the seen and unseen setting.

Learnable Multi-level Frequency Decomposition and Hierarchical Attention Mechanism for Generalized Face Presentation Attack Detection

meilfang/lmfd-pad 16 Sep 2021

With the increased deployment of face recognition systems in our daily lives, face presentation attack detection (PAD) is attracting much attention and playing a key role in securing face recognition systems.

FRT-PAD: Effective Presentation Attack Detection Driven by Face Related Task

wentianzhang-ml/frt-pad 22 Nov 2021

The proposed method, first introduces task specific features from other face related task, then, we design a Cross-Modal Adapter using a Graph Attention Network (GAT) to re-map such features to adapt to PAD task.

Deep Learning meets Liveness Detection: Recent Advancements and Challenges

Recognito-Vision/Linux-FaceRecognition-FaceLivenessDetection 29 Dec 2021

Hence, a new research area dealing with the development of more generalized as well as accurate models is increasingly attracting the attention of the research community and industry.