NDLI: Logistic regression classifier for palmprint verification

Content Provider	IEEE Xplore Digital Library
Author	Kostadinov, D. Bogdanova, S.
Copyright Year	2012
Description	Author affiliation: Department of Electronics, Faculty of Electrical Engineering and Information Technologies, Ss. Cyril and Methodius University, Skopje, Macedonia (Kostadinov, D.; Bogdanova, S.)
Abstract	We propose a supervised machine learning approach for automatic palmprint verification. In our approach a pair of palmprint images is represented and characterized using a vector of regional similarity features. Every regional similarity feature is computed using local modified complex wavelet structural similarity indexes (CW-SSIM). The logistic regression classifier verifies whether two palmprints described by the feature vector belong to same person or not. The aim of our classifier is to improve the matching accuracy and robustness of the verification, based on learned knowledge about: 1) the local and global characterization of the errors arising due to inaccurate image registration (translations, rotations, and distortions), and 2) the underlying vector patterns of the two palmprint images. Our experimental results show that the proposed approach achieves high verification accuracy.
Starting Page	413
Ending Page	416
File Size	641039
Page Count	4
File Format	PDF
ISBN	9781457721915
ISSN	21578672
e-ISBN	9783200023284
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2012-04-11
Publisher Place	Austria
Access Restriction	Subscribed
Rights Holder	Institute of Telecommunica
Subject Keyword	Biometrics complex wavelet transform Accuracy Support vector machine classification Lighting palmprint Feature extraction Vectors Indexes machine learning Logistics
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Level feature fusion of multispectral palmprint recognition using the ridgelet transform and OAO multi-class classifier

Palmprint Classification using Dual-Tree Complex Wavelets

SVM Based Gender Classification Using Iris Images

A feature level multimodal approach for palmprint and knuckleprint recognition using AdaBoost classifier

Classification of Microcalcification Using Dual-Tree Complex Wavelet Transform and Support Vector Machine

Discriminative classifiers for phonotactic language recognition with iVectors

Method of Classification for Landscape Trees Based on Tree Texture Image Using Improved Support Vector Machine

Palmprint identification system using shape matching and K-Nearest neighbor algorithm

Classification of ground vehicles using acoustic signal processing and neural network classifier

Logistic regression classifier for palmprint verification

Similar Documents

Level feature fusion of multispectral palmprint recognition using the ridgelet transform and OAO multi-class classifier

Palmprint Classification using Dual-Tree Complex Wavelets

SVM Based Gender Classification Using Iris Images

A feature level multimodal approach for palmprint and knuckleprint recognition using AdaBoost classifier

Classification of Microcalcification Using Dual-Tree Complex Wavelet Transform and Support Vector Machine

Discriminative classifiers for phonotactic language recognition with iVectors

Method of Classification for Landscape Trees Based on Tree Texture Image Using Improved Support Vector Machine

Palmprint identification system using shape matching and K-Nearest neighbor algorithm

Classification of ground vehicles using acoustic signal processing and neural network classifier

Logistic regression classifier for palmprint verification