Cover Image

Biometric identification with limited data set

Sometimes, in real life, there is only limited information which can be obtained. This situation can be a challenge for the recognition system. The most suitable method to produce best performance needs to be developed. In this paper, small database with limited training data, 50 total images that w...

Full description

Saved in:
Bibliographic Details
Main Authors: Lionnie, Regina, Attamimi, Said, Sediono, Wahju, Alaydrus, Mudrik
Format: Conference or Workshop Item
Language:English
English
Published: IEEE 2019
Subjects:
TK7885 Computer engineering
Online Access:http://irep.iium.edu.my/72373/7/72373%20Biometric%20Identification%20with%20Limited%20Data%20Set.pdf
http://irep.iium.edu.my/72373/10/72373%20Biometric%20Identification%20SCOPUS.pdf
http://irep.iium.edu.my/72373/
https://ieeexplore.ieee.org/document/8692859
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.iium.irep.72373
record_format dspace
spelling my.iium.irep.723732019-05-28T07:19:27Z http://irep.iium.edu.my/72373/ Biometric identification with limited data set Lionnie, Regina Attamimi, Said Sediono, Wahju Alaydrus, Mudrik TK7885 Computer engineering Sometimes, in real life, there is only limited information which can be obtained. This situation can be a challenge for the recognition system. The most suitable method to produce best performance needs to be developed. In this paper, small database with limited training data, 50 total images that were obtained from 25 people, with only 2 images for every respondent were tested in the recognition system. The SIFT algorithm was utilized and also compared with other methods such as Haar wavelet transform, principal component analysis and hierarchical Gaussian scale-space. The best recognition precision was produced by SIFT algorithm which was 38%, while other methods only gave out 30-32% precision of recognition. IEEE 2019-04-18 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/72373/7/72373%20Biometric%20Identification%20with%20Limited%20Data%20Set.pdf application/pdf en http://irep.iium.edu.my/72373/10/72373%20Biometric%20Identification%20SCOPUS.pdf Lionnie, Regina and Attamimi, Said and Sediono, Wahju and Alaydrus, Mudrik (2019) Biometric identification with limited data set. In: 2018 Electrical Power, Electronics, Communications, Controls and Informatics Seminar (EECCIS), 9th-11th October 2018, Batu, East Java, Indonesia. https://ieeexplore.ieee.org/document/8692859 10.1109/EECCIS.2018.8692859
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
English
topic TK7885 Computer engineering
spellingShingle TK7885 Computer engineering
Lionnie, Regina
Attamimi, Said
Sediono, Wahju
Alaydrus, Mudrik
Biometric identification with limited data set
description Sometimes, in real life, there is only limited information which can be obtained. This situation can be a challenge for the recognition system. The most suitable method to produce best performance needs to be developed. In this paper, small database with limited training data, 50 total images that were obtained from 25 people, with only 2 images for every respondent were tested in the recognition system. The SIFT algorithm was utilized and also compared with other methods such as Haar wavelet transform, principal component analysis and hierarchical Gaussian scale-space. The best recognition precision was produced by SIFT algorithm which was 38%, while other methods only gave out 30-32% precision of recognition.
format Conference or Workshop Item
author Lionnie, Regina
Attamimi, Said
Sediono, Wahju
Alaydrus, Mudrik
author_facet Lionnie, Regina
Attamimi, Said
Sediono, Wahju
Alaydrus, Mudrik
author_sort Lionnie, Regina
title Biometric identification with limited data set
title_short Biometric identification with limited data set
title_full Biometric identification with limited data set
title_fullStr Biometric identification with limited data set
title_full_unstemmed Biometric identification with limited data set
title_sort biometric identification with limited data set
publisher IEEE
publishDate 2019
url http://irep.iium.edu.my/72373/7/72373%20Biometric%20Identification%20with%20Limited%20Data%20Set.pdf
http://irep.iium.edu.my/72373/10/72373%20Biometric%20Identification%20SCOPUS.pdf
http://irep.iium.edu.my/72373/
https://ieeexplore.ieee.org/document/8692859
_version_ 1643620134224396288
score 13.211869

Similar Items