Biometric Face Recognition Using Mexican Hat Wavelet Kernel Based SVM

被引：0

作者：

Panigrahi, Vikram ^{[1
]}

Biswal, Pradyut Kumar ^{[1
]}

Bastia, Rahul ^{[1
]}

Sahoo, Sibasankar ^{[1
]}

Mishra, Rajesh K. ^{[1
]}

Senapaty, Soumya P. ^{[1
]}

机构：

[1] IIIT Bhubaneswar, Dept Elect, Bhubaneswar, Odisha, India

来源：

2015 IEEE POWER, COMMUNICATION AND INFORMATION TECHNOLOGY CONFERENCE (PCITC-2015) | 2015年

关键词：

Face recognition; PCA; SVM; RBF; Mexican hat wavelet;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Face recognition for biometric purposes has an advantage of being a non-contact process. Various face recognition algorithms has been proposed in the literature. The face recognition system mainly consists of two steps i.e. feature extraction / reduction and classification. One of the most popular tool, Principal Component Analysis (PCA) is used for feature extraction. For classification purpose, various distance classifiers as well as Support Vector Machines (SVM) with various kernels are used. Radial basis function (RBF) kernel in SVM is one of the widely used kernels for this purpose. In this paper, Mexican hat wavelet kernel based SVM is proposed for classification and the comparison of this kernel with other classification methods are examined. The proposed kernel performs better in terms of no. of support vectors compared to RBF kernel and the recognition rate is also high with less number of features.

引用

页码：895 / 900

页数：6

共 50 条

[31] Wavelet Decomposition Based Principal Component Analysis for Face Recognition Using MATLAB [J].

Sharma, Mahesh Kumar ;

Sharma, Shashikant ;

Leeprechanon, Nopbhorn ;

Ranjan, Aashish .

PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS (ICCS-2015), 2016, 1715

[32] Face Recognition Using Kernel UDP [J].

Wankou Yang ;

Changyin Sun ;

Jingyu Yang ;

Helen S. Du ;

Karl Ricanek .

Neural Processing Letters, 2011, 34 :177-192

[33] Performance optimisation of face recognition based on LBP with SVM and random forest classifier [J].

Kumar, Ashutosh ;

Sharma, Gajanand ;

Pareek, Rajneesh ;

Sharma, Satyajeet ;

Dadheech, Pankaj ;

Gupta, Mukesh Kumar .

INTERNATIONAL JOURNAL OF BIOMETRICS, 2023, 15 (3-4) :389-408

[34] Daubechives Wavelet Based Face Recognition Using Modified LBP [J].

Dalali, Shivakumar ;

Suresh, L. .

PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING AND COMMUNICATIONS, 2016, 93 :344-350

[35] Construction and Application of SVM Model and Wavelet-PCA for Face recognition [J].

Mazloom, Masoud ;

Kasaei, Shohreh ;

Alemi, Hoda .

SECOND INTERNATIONAL CONFERENCE ON COMPUTER AND ELECTRICAL ENGINEERING, VOL 1, PROCEEDINGS, 2009, :391-+

[36] Face Recognition using 1DLBP, DWT and SVM [J].

Benzaoui, Amir ;

Boukrouche, Abdelhani ;

Doghmane, Hakim ;

Bourouba, Houcine .

3RD INTERNATIONAL CONFERENCE ON CONTROL, ENGINEERING & INFORMATION TECHNOLOGY (CEIT 2015), 2015,

[37] Wavelet based Illuminant Invariant Face Recognition - A Review [J].

Beham, M. Parisa ;

Roomi, S. Mohammed Mansoor ;

Alageshan, J. .

2013 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMPUTING RESEARCH (ICCIC), 2013, :832-837

[38] Wavelet Based SDA for Face Recognition [J].

Ling, Goh Fan ;

Han, Pang Ying ;

Ping, Liew Yee ;

Yin, Ooi Shih ;

Kiong, Loo Chu .

NEURAL INFORMATION PROCESSING, ICONIP 2014, PT III, 2014, 8836 :628-635

[39] Modified Local Ternary Pattern Based Face Recognition using SVM [J].

Rangsee, Pattarakamon ;

Raja, K. B. ;

Venugopal, K. R. .

2018 INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATICS AND BIOMEDICAL SCIENCES (ICIIBMS), 2018, :343-350

[40] Face Recognition Using Cortex Mechanism and SVM [J].

Lai, Jun ;

Wang, Weixing .

INTELLIGENT ROBOTICS AND APPLICATIONS, PT I, PROCEEDINGS, 2008, 5314 :625-632

← 1 2 3 4 5 →