Finger vein identification based on transfer learning of AlexNet

Nowadays finger vein-based validation systems are getting extra attraction among other authentication systems due to high security in terms of ensuring data confidentiality. This system works by recognizing patterns from finger vein images and these images are captured using a camera based on n...

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Main Authors:	Fairuz, Subha, Habaebi, Mohamed Hadi, Elsheikh, Elsheikh Mohamed Ahmed
Format:	Conference or Workshop Item
Language:	English English
Published:	IEEE 2018
Subjects:	TK Electrical engineering. Electronics Nuclear engineering
Online Access:	http://irep.iium.edu.my/67950/ http://irep.iium.edu.my/67950/ http://irep.iium.edu.my/67950/ http://irep.iium.edu.my/67950/7/67950%20Finger%20Vein%20Identification%20Based%20On%20Transfer.pdf http://irep.iium.edu.my/67950/13/67950%20Finger%20Vein%20Identification%20Based%20On%20Transfer_Scopus.pdf

id	iium-67950
recordtype	eprints
spelling	iium-679502019-08-17T04:33:02Z http://irep.iium.edu.my/67950/ Finger vein identification based on transfer learning of AlexNet Fairuz, Subha Habaebi, Mohamed Hadi Elsheikh, Elsheikh Mohamed Ahmed TK Electrical engineering. Electronics Nuclear engineering Nowadays finger vein-based validation systems are getting extra attraction among other authentication systems due to high security in terms of ensuring data confidentiality. This system works by recognizing patterns from finger vein images and these images are captured using a camera based on near-infrared technology. In this research, we focused finger vein identification system by using our own finger vein dataset, we trained it with transfer learning of AlexNet model and verified by test images. We have done three different experiments with the same dataset but different sizes of data. Therefore, we obtained varied predictability with 95% accuracy from the second experiment. IEEE 2018-11 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/67950/7/67950%20Finger%20Vein%20Identification%20Based%20On%20Transfer.pdf application/pdf en http://irep.iium.edu.my/67950/13/67950%20Finger%20Vein%20Identification%20Based%20On%20Transfer_Scopus.pdf Fairuz, Subha and Habaebi, Mohamed Hadi and Elsheikh, Elsheikh Mohamed Ahmed (2018) Finger vein identification based on transfer learning of AlexNet. In: 2018 7th International Conference on Computer Communication Engineering (ICCCE2018), 19th-20th September 2018, Kuala Lumpur. https://ieeexplore.ieee.org/document/8539256 10.1109/ICCCE.2018.8539256
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English English
topic	TK Electrical engineering. Electronics Nuclear engineering
spellingShingle	TK Electrical engineering. Electronics Nuclear engineering Fairuz, Subha Habaebi, Mohamed Hadi Elsheikh, Elsheikh Mohamed Ahmed Finger vein identification based on transfer learning of AlexNet
description	Nowadays finger vein-based validation systems are getting extra attraction among other authentication systems due to high security in terms of ensuring data confidentiality. This system works by recognizing patterns from finger vein images and these images are captured using a camera based on near-infrared technology. In this research, we focused finger vein identification system by using our own finger vein dataset, we trained it with transfer learning of AlexNet model and verified by test images. We have done three different experiments with the same dataset but different sizes of data. Therefore, we obtained varied predictability with 95% accuracy from the second experiment.
format	Conference or Workshop Item
author	Fairuz, Subha Habaebi, Mohamed Hadi Elsheikh, Elsheikh Mohamed Ahmed
author_facet	Fairuz, Subha Habaebi, Mohamed Hadi Elsheikh, Elsheikh Mohamed Ahmed
author_sort	Fairuz, Subha
title	Finger vein identification based on transfer learning of AlexNet
title_short	Finger vein identification based on transfer learning of AlexNet
title_full	Finger vein identification based on transfer learning of AlexNet
title_fullStr	Finger vein identification based on transfer learning of AlexNet
title_full_unstemmed	Finger vein identification based on transfer learning of AlexNet
title_sort	finger vein identification based on transfer learning of alexnet
publisher	IEEE
publishDate	2018
url	http://irep.iium.edu.my/67950/ http://irep.iium.edu.my/67950/ http://irep.iium.edu.my/67950/ http://irep.iium.edu.my/67950/7/67950%20Finger%20Vein%20Identification%20Based%20On%20Transfer.pdf http://irep.iium.edu.my/67950/13/67950%20Finger%20Vein%20Identification%20Based%20On%20Transfer_Scopus.pdf
first_indexed	2023-09-18T21:36:28Z
last_indexed	2023-09-18T21:36:28Z
_version_	1777412853914927104

Finger vein identification based on transfer learning of AlexNet

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