A Score Level Fusion Method on Fingerprint and Finger Vein
In this paper, we represent a score level fusion method on fingerprint and finger vein. Each unimodal identification system carries out processes of image preprocessing, feature extraction and feature matching to generate a vector of score. And we apply clustering analysis to split the score range i...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
EDP Sciences
2020-01-01
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| Series: | E3S Web of Conferences |
| Online Access: | https://www.e3s-conferences.org/articles/e3sconf/pdf/2020/45/e3sconf_iceeb2020_03035.pdf |
| _version_ | 1830352764083896320 |
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| author | Peng Jian Wu Jingyi Chen Yun |
| author_facet | Peng Jian Wu Jingyi Chen Yun |
| author_sort | Peng Jian |
| collection | DOAJ |
| description | In this paper, we represent a score level fusion method on fingerprint and finger vein. Each unimodal identification system carries out processes of image preprocessing, feature extraction and feature matching to generate a vector of score. And we apply clustering analysis to split the score range into zones of interest. Then a decision tree and weighted-sum approach are used to make the decision. We test the proposed method on standard biometric database. Three metrics, namely, False Accept Rate, False Reject Rate, Recognition Rate, are used to evaluate experimental results. And experimental results show that the fusion system has a better performance than unimodal identification system. |
| first_indexed | 2024-12-20T01:02:28Z |
| format | Article |
| id | doaj.art-42aef070a2fa4809b6c8fc851643a6db |
| institution | Directory Open Access Journal |
| issn | 2267-1242 |
| language | English |
| last_indexed | 2024-12-20T01:02:28Z |
| publishDate | 2020-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | E3S Web of Conferences |
| spelling | doaj.art-42aef070a2fa4809b6c8fc851643a6db2022-12-21T19:58:57ZengEDP SciencesE3S Web of Conferences2267-12422020-01-011850303510.1051/e3sconf/202018503035e3sconf_iceeb2020_03035A Score Level Fusion Method on Fingerprint and Finger VeinPeng Jian0Wu Jingyi1Chen Yun2Nanjing University of Posts and Telecommunications, College of Overseas EducationNanjing University of Posts and Telecommunications, Science CollegeNanjing University of Posts and Telecommunications, Science CollegeIn this paper, we represent a score level fusion method on fingerprint and finger vein. Each unimodal identification system carries out processes of image preprocessing, feature extraction and feature matching to generate a vector of score. And we apply clustering analysis to split the score range into zones of interest. Then a decision tree and weighted-sum approach are used to make the decision. We test the proposed method on standard biometric database. Three metrics, namely, False Accept Rate, False Reject Rate, Recognition Rate, are used to evaluate experimental results. And experimental results show that the fusion system has a better performance than unimodal identification system.https://www.e3s-conferences.org/articles/e3sconf/pdf/2020/45/e3sconf_iceeb2020_03035.pdf |
| spellingShingle | Peng Jian Wu Jingyi Chen Yun A Score Level Fusion Method on Fingerprint and Finger Vein E3S Web of Conferences |
| title | A Score Level Fusion Method on Fingerprint and Finger Vein |
| title_full | A Score Level Fusion Method on Fingerprint and Finger Vein |
| title_fullStr | A Score Level Fusion Method on Fingerprint and Finger Vein |
| title_full_unstemmed | A Score Level Fusion Method on Fingerprint and Finger Vein |
| title_short | A Score Level Fusion Method on Fingerprint and Finger Vein |
| title_sort | score level fusion method on fingerprint and finger vein |
| url | https://www.e3s-conferences.org/articles/e3sconf/pdf/2020/45/e3sconf_iceeb2020_03035.pdf |
| work_keys_str_mv | AT pengjian ascorelevelfusionmethodonfingerprintandfingervein AT wujingyi ascorelevelfusionmethodonfingerprintandfingervein AT chenyun ascorelevelfusionmethodonfingerprintandfingervein AT pengjian scorelevelfusionmethodonfingerprintandfingervein AT wujingyi scorelevelfusionmethodonfingerprintandfingervein AT chenyun scorelevelfusionmethodonfingerprintandfingervein |