Extraction and Cross-Matching of Palm-Vein and Palmprint From the RGB and the NIR Spectrums for Identity Verification
In this paper, we propose a novel cross-spectral matching system for identity verification based on the palm-vein and the palmprint acquired from the visible (RGB) and the near infrared (NIR) image spectral bands. Considering the vast availability of the visible library, the red and the blue spectru...
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doaj-6c764650a33d463d99432690a5ec9ddd2021-03-30T01:12:44ZengIEEEIEEE Access2169-35362020-01-0184005402110.1109/ACCESS.2019.29630788945316Extraction and Cross-Matching of Palm-Vein and Palmprint From the RGB and the NIR Spectrums for Identity VerificationSungchul Cho0https://orcid.org/0000-0001-6344-6454Beom-Seok Oh1https://orcid.org/0000-0002-7521-7197Kar-Ann Toh2https://orcid.org/0000-0002-3736-003XZhiping Lin3https://orcid.org/0000-0002-1587-1226School of Electrical and Electronic Engineering, Yonsei University, Seoul, South KoreaSchool of Digital Media Engineering, Tongmyong University, Busan, South KoreaSchool of Electrical and Electronic Engineering, Yonsei University, Seoul, South KoreaSchool of Electrical and Electronic Engineering, Nanyang Technological University, SingaporeIn this paper, we propose a novel cross-spectral matching system for identity verification based on the palm-vein and the palmprint acquired from the visible (RGB) and the near infrared (NIR) image spectral bands. Considering the vast availability of the visible library, the red and the blue spectrums are treated as sources of gallery samples and the NIR spectral band is utilized as the probe source without loss of generality. Apart from the extraction of palm-vein and palmprint features, the discriminative power of the palmprint templates is enhanced using a simplified Local Binary Pattern (LBP) encoding scheme. The similarity scores obtained by matching the NIR palm-vein templates against the registered RGB palm-vein templates is finally fused with scores obtained from matching the NIR palmprint codes against the registered RGB palmprint codes. Our empirical results on two publicly available multi-spectral palm databases show that the proposed system consistently achieves promising verification performance.https://ieeexplore.ieee.org/document/8945316/Cross-spectral matchingRGBnear infraredpalmprint verificationpalm-vein verificationscore-level fusion |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Sungchul Cho Beom-Seok Oh Kar-Ann Toh Zhiping Lin |
spellingShingle |
Sungchul Cho Beom-Seok Oh Kar-Ann Toh Zhiping Lin Extraction and Cross-Matching of Palm-Vein and Palmprint From the RGB and the NIR Spectrums for Identity Verification IEEE Access Cross-spectral matching RGB near infrared palmprint verification palm-vein verification score-level fusion |
author_facet |
Sungchul Cho Beom-Seok Oh Kar-Ann Toh Zhiping Lin |
author_sort |
Sungchul Cho |
title |
Extraction and Cross-Matching of Palm-Vein and Palmprint From the RGB and the NIR Spectrums for Identity Verification |
title_short |
Extraction and Cross-Matching of Palm-Vein and Palmprint From the RGB and the NIR Spectrums for Identity Verification |
title_full |
Extraction and Cross-Matching of Palm-Vein and Palmprint From the RGB and the NIR Spectrums for Identity Verification |
title_fullStr |
Extraction and Cross-Matching of Palm-Vein and Palmprint From the RGB and the NIR Spectrums for Identity Verification |
title_full_unstemmed |
Extraction and Cross-Matching of Palm-Vein and Palmprint From the RGB and the NIR Spectrums for Identity Verification |
title_sort |
extraction and cross-matching of palm-vein and palmprint from the rgb and the nir spectrums for identity verification |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2020-01-01 |
description |
In this paper, we propose a novel cross-spectral matching system for identity verification based on the palm-vein and the palmprint acquired from the visible (RGB) and the near infrared (NIR) image spectral bands. Considering the vast availability of the visible library, the red and the blue spectrums are treated as sources of gallery samples and the NIR spectral band is utilized as the probe source without loss of generality. Apart from the extraction of palm-vein and palmprint features, the discriminative power of the palmprint templates is enhanced using a simplified Local Binary Pattern (LBP) encoding scheme. The similarity scores obtained by matching the NIR palm-vein templates against the registered RGB palm-vein templates is finally fused with scores obtained from matching the NIR palmprint codes against the registered RGB palmprint codes. Our empirical results on two publicly available multi-spectral palm databases show that the proposed system consistently achieves promising verification performance. |
topic |
Cross-spectral matching RGB near infrared palmprint verification palm-vein verification score-level fusion |
url |
https://ieeexplore.ieee.org/document/8945316/ |
work_keys_str_mv |
AT sungchulcho extractionandcrossmatchingofpalmveinandpalmprintfromthergbandthenirspectrumsforidentityverification AT beomseokoh extractionandcrossmatchingofpalmveinandpalmprintfromthergbandthenirspectrumsforidentityverification AT karanntoh extractionandcrossmatchingofpalmveinandpalmprintfromthergbandthenirspectrumsforidentityverification AT zhipinglin extractionandcrossmatchingofpalmveinandpalmprintfromthergbandthenirspectrumsforidentityverification |
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