An Improved Score Level Fusion in Multimodal Biometric Systems

被引：15

作者：

Horng, Shi-Jinn ^{[1
]}

Chen, Yuan-Hsin ^{[2
]}

Run, Ray-Shine ^{[2
]}

Chen, Rong-Jian ^{[2
]}

Lai, Jui-Lin ^{[2
]}

Sentosal, Kevin Octavius ^{[1
]}

机构：

[1] Natl Taiwan Univ Sci & Technol, Dept Comp Sci & Informat Engn, Taipei 106, Taiwan

[2] Natl United Univ, Dept Elect Engn, Miaoli 36003, Taiwan

来源：

2009 INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED COMPUTING, APPLICATIONS AND TECHNOLOGIES (PDCAT 2009) | 2009年

关键词：

component; Multimodal biometrics; score level fusion; verification; normalization; sum rule;

D O I：

10.1109/PDCAT.2009.82

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

In a multimodal biometric system, the effective fusion method is necessary for combining information from various single modality systems. In this paper we examined the performance of sum rule-based score level fusion and Support Vector Machines (SVM)-based score level fusion. Three biometric characteristics were, considered in this study: fingerprint, face, and finger vein. We also proposed a new robust normalization scheme (Reduction of High-scores Effect normalization) which is derived from min-max normalization scheme. Experiments on four different multimodal databases suggest that integrating the proposed scheme in sum rule-based fusion and SVM-based fusion leads to consistently high accuracy.

引用

页码：239 / +

页数：3

共 50 条

[21] Improving the Accuracy of a Score Fusion Approach Based on Likelihood Ratio in Multimodal Biometric Systems
Marasco, Emanuela
Sansone, Carlo
IMAGE ANALYSIS AND PROCESSING - ICIAP 2009, PROCEEDINGS, 2009, 5716 : 509 - 518
[22] Formulae for Consistent Biometric Score Level Fusion
Hube, Jens Peter
2017 IEEE INTERNATIONAL JOINT CONFERENCE ON BIOMETRICS (IJCB), 2017, : 329 - 334
[23] SCORE-LEVEL FUSION IN BIOMETRIC VERIFICATION
Alsaade, Fawaz
Zahrani, Mohammed
Alghamdi, Turki
2013 INTERNATIONAL SYMPOSIUM ON BIOMETRICS AND SECURITY TECHNOLOGIES (ISBAST), 2013, : 193 - 197
[24] Multimodal Biometric Authentication System Based on Score-Level Fusion of Palmprint and Finger Vein
Murukesh, C.
Thanushkodi, K.
Preethi, Padmanabhan
Mohamed, Feroze Naina
ARTIFICIAL INTELLIGENCE AND EVOLUTIONARY ALGORITHMS IN ENGINEERING SYSTEMS, VOL 1, 2015, 324 : 551 - 560
[25] Face, Fingerprint, and Signature based Multimodal Biometric System using Score Level and Decision Level Fusion Approaches
Kazi, Majharoddin
Kale, Karbhari
Mehsen, Raddam Sami
Mane, Arjun
Humbe, Vikas
Rode, Yogesh
Dabhade, Siddharth
Bansod, Nagsen
Razvi, Arshad
Deshmukh, Prapti
IETE JOURNAL OF RESEARCH, 2024, 70 (04) : 3703 - 3722
[26] Fusion of physiological measures for multimodal biometric systems
Silvio Barra
Andrea Casanova
Matteo Fraschini
Michele Nappi
Multimedia Tools and Applications, 2017, 76 : 4835 - 4847
[27] Fusion of physiological measures for multimodal biometric systems
Barra, Silvio
Casanova, Andrea
Fraschini, Matteo
Nappi, Michele
MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (04) : 4835 - 4847
[28] Reliability score based multimodal fusion for biometric person authentication
Chetty, Girija
Wagner, Michael
RECENT ADVANCES ON APPLIED MATHEMATICS: PROCEEDINGS OF THE AMERICAN CONFERENCE ON APPLIED MATHEMATICS (MATH '08), 2008, : 313 - 324
[29] A novel GAAC optimisation algorithm for multimodal fusion score decision making in secured biometric systems
Vinothkanna R.
Sivakannan S.
Prabakaran N.
International Journal of Information and Computer Security, 2020, 13 (01) : 3 - 17
[30] On the effect of score equalization in SVM multimodal biometric systems
Ejarque, Pascual
Hernando, Javier
SECRYPT 2007: PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON SECURITY AND CRYPTOGRAPHY, 2007, : 33 - 38

← 1 2 3 4 5 →