A Survey on Linear Prediction Residual based Replay Attack Detection System

2021 ◽  
Author(s):  
Madhusudan Singh
Keyword(s):  
Linear Prediction ◽  
Detection System ◽  
Attack Detection ◽  
Replay Attack ◽  
Prediction Residual

scholarly journals Face Spoofing Detection using Mixed Feature with Deep Convolutional Neural Networks

2020 ◽  
Vol 8 (5) ◽  
pp. 3309-3314
Keyword(s):  
Deep Learning ◽  
Detection System ◽  
Attack Detection ◽  
Detection Methods ◽  
Deep Convolutional Neural Networks ◽  
Replay Attack ◽  
Multiple Features ◽  
Spoofing Detection ◽  
Occurrence Matrix ◽  
Face Spoofing

Nowadays, face biometric-based access control systems are becoming ubiquitous in daily life while they are still vulnerable to spoofing attacks. Developing robust and reliable methods to prevent such frauds is unavoidable. As deep learning techniques have achieved satisfactory performances in computer vision, they have also been applied to face spoofing detection. However, the numerous parameters in these deep learning-based detection methods cannot be updated to optimum due to limited data. In this paper,a highly accurate face spoof detection system using multiple features and deep learning is proposed. The input video is broken into frames using content-based frame extraction. From each frame, the face of the person is cropped.From the cropped images multiple features like Histogram of Gradients (HoG), Local Binary Pattern (LBP), Center Symmetric LBP (CSLBP), and Gray level co-occurrence Matrix (GLCM) are extracted to train the Convolutional Neural Network(CNN). Training and testing are performed separately by using collected sample data.Experiments on the standard spoof database called Replay-Attack database the proposed system outperform other state-of-the-art techniques, presenting great results in terms of attack detection.

scholarly journals Replay Attack Detection Using Linear Prediction Analysis-Based Relative Phase Features

IEEE Access ◽  
2019 ◽  
Vol 7 ◽  
pp. 183614-183625 ◽  
Author(s):  
Khomdet Phapatanaburi ◽  
Longbiao Wang ◽  
Seiichi Nakagawa ◽  
Masahiro Iwahashi
Keyword(s):  
Relative Phase ◽  
Linear Prediction ◽  
Attack Detection ◽  
Replay Attack ◽  
Prediction Analysis ◽  
Linear Prediction Analysis

Dual-Adversarial Domain Adaptation for Generalized Replay Attack Detection

2020 ◽  
Author(s):  
Hongji Wang ◽  
Heinrich Dinkel ◽  
Shuai Wang ◽  
Yanmin Qian ◽  
Kai Yu
Keyword(s):  
Domain Adaptation ◽  
Attack Detection ◽  
Replay Attack

Blind Channel Response Estimation for Replay Attack Detection

2019 ◽  
Author(s):  
Anderson R. Avila ◽  
Jahangir Alam ◽  
Douglas O’Shaughnessy ◽  
Tiago H. Falk
Keyword(s):  
Attack Detection ◽  
Replay Attack ◽  
Channel Response ◽  
Blind Channel
Sign in / Sign up

Export Citation Format

Share Document