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333400

Evaluating Restrictive Voting and MoViNet-based Transfer Learning for Robust Face Liveness Detection

Article

Last updated: 23 Dec 2024

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Tags

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Abstract

Face recognition technologies are rapidly becoming integral to a variety of applications, ranging from security systems to user authentication. This increasing reliance necessitates robust and accurate methods for face liveness detection. This paper presents and thoroughly evaluates two cutting-edge methods for face liveness detection: the Restrictive Voting approach and the Transfer Learning Approach. Our evaluation was performed using the Replay-Attack dataset. Various performance metrics were reported, including Accuracy, Precision, Recall, and F1-Score. Additionally, a comparative analysis was presented specifically for Half Total Error (HTER) and Equal Error Rate (EER), clearly indicating the superior performance of both methods compared to current state-of-the-art techniques. Remarkably, both methods achieved a zero False Acceptance Rate (FAR), thereby entirely negating the possibility of unauthorized access. These groundbreaking findings not only affirm the robustness of the introduced methods but also suggest their substantial potential for implementation in high-security, real-world scenarios, highlighting their unmatched excellence in face liveness detection.

DOI

10.21608/ijicis.2023.254505.1309

Keywords

machine-learning, face anti-spoofing, SVM, transfer-learning, deep-learning

Authors

First Name

Mahmoud

Last Name

Omara

MiddleName

-

Affiliation

Computer Systems, Faculty of Computers and Information Sciences, Ain Shams University, Cairo, Egypt

Email

mahmoud.omara@cis.asu.edu.eg

City

Cairo

Orcid

0009-0007-1770-6068

First Name

Mahmoud

Last Name

Fayez

MiddleName

-

Affiliation

Computer Systems, Faculty of Computers and Information Sciences, Ain Shams University, Cairo, Egypt

Email

mahmoud.fayez@cis.asu.edu.eg

City

Cairo

Orcid

0000-0001-8688-9653

First Name

Heba

Last Name

Khaled

MiddleName

-

Affiliation

Computer Systems, Faculty of Computers and Information Sciences, Ain Shams University, Cairo, Egypt

Email

heba.khaled@cis.asu.edu.eg

City

cairo

Orcid

0000-0002-3126-9032

First Name

Said

Last Name

Ghoniemy

MiddleName

-

Affiliation

Computer Systems, Faculty of Computers and Information Sciences, Ain Shams University, Cairo, Egypt

Email

ghoniemy1@cis.asu.edu.eg

City

Cairo

Orcid

0000-0002-7436-956X

Volume

23

Article Issue

4

Related Issue

45130

Issue Date

2023-12-01

Receive Date

2023-12-10

Publish Date

2023-12-01

Page Start

96

Page End

111

Print ISSN

1687-109X

Online ISSN

2535-1710

Link

https://ijicis.journals.ekb.eg/article_333400.html

Detail API

https://ijicis.journals.ekb.eg/service?article_code=333400

Order

333,400

Type

Original Article

Type Code

494

Publication Type

Journal

Publication Title

International Journal of Intelligent Computing and Information Sciences

Publication Link

https://ijicis.journals.ekb.eg/

MainTitle

Evaluating Restrictive Voting and MoViNet-based Transfer Learning for Robust Face Liveness Detection

Details

Type

Article

Created At

23 Dec 2024