Bimodal biometric system for hand shape and palmprint recognition based on SIFT sparse representation
Biometric-based hand modality is considered as one of the most popular biometric technologies especially in forensic applications. In this paper, a bimodal hand identification system was proposed based on Scale Invariant Feature Transform (SIFT) descriptors, extracted from hand shape and palmprint m...
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| Published in | Multimedia tools and applications Vol. 76; no. 20; pp. 20457 - 20482 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
Springer US
01.10.2017
Springer Nature B.V Springer Verlag |
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| Abstract | Biometric-based hand modality is considered as one of the most popular biometric technologies especially in forensic applications. In this paper, a bimodal hand identification system was proposed based on Scale Invariant Feature Transform (SIFT) descriptors, extracted from hand shape and palmprint modalities. A local sparse representation method was adopted in order to represent images with high discrimination. Moreover, fusion was performed at feature and decision levels using a cascade fusion in order to generate the final identification rate of our bimodal system. Our experiments were applied on two hand databases: Indian Institute of Technology of Delhi (IITD) hand database and Bosphorus hand database containing, respectively, 230 and 615 subjects. The results show that the proposed method offers high accuracies compared to other popular bimodal hand biometric methods over the two hand databases. The correct identification rate reaches 99.57 % which is competitive compared to systems existing in the literature. |
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| AbstractList | Biometric-based hand modality is considered as one of the most popular biometric technologies especially in forensic applications. In this paper, a bimodal hand identification system was proposed based on Scale Invariant Feature Transform (SIFT) descriptors, extracted from hand shape and palmprint modalities. A local sparse representation method was adopted in order to represent images with high discrimination. Moreover, fusion was performed at feature and decision levels using a cascade fusion in order to generate the final identification rate of our bimodal system. Our experiments were applied on two hand databases: Indian Institute of Technology of Delhi (IITD) hand database and Bosphorus hand database containing, respectively, 230 and 615 subjects. The results show that the proposed method offers high accuracies compared to other popular bimodal hand biometric methods over the two hand databases. The correct identification rate reaches 99.57 % which is competitive compared to systems existing in the literature. |
| Author | Trichili, Hanene Charfi, Nesrine Solaiman, Basel Alimi, Adel M. |
| Author_xml | – sequence: 1 givenname: Nesrine surname: Charfi fullname: Charfi, Nesrine email: nesrine.charfi@telecom-bretagne.eu organization: REsearch Groups in Intelligent Machines (REGIM), ENIS, Department of Image and Information Processing (ITI), Telecom Bretagne, Technopole Brest-Iroise – sequence: 2 givenname: Hanene surname: Trichili fullname: Trichili, Hanene organization: REsearch Groups in Intelligent Machines (REGIM), ENIS, Department of Image and Information Processing (ITI), Telecom Bretagne, Technopole Brest-Iroise – sequence: 3 givenname: Adel M. surname: Alimi fullname: Alimi, Adel M. organization: REsearch Groups in Intelligent Machines (REGIM), ENIS – sequence: 4 givenname: Basel surname: Solaiman fullname: Solaiman, Basel organization: Department of Image and Information Processing (ITI), Telecom Bretagne, Technopole Brest-Iroise |
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| Keywords | Hand shape features SIFT sparse representation Palmprint features Fusion |
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| SubjectTerms | Biometrics Computer Communication Networks Computer Science Data Structures and Information Theory Engineering Sciences Feature extraction Forensic engineering Identification methods Identification systems Multimedia Information Systems Representations Shape recognition Signal and Image processing Special Purpose and Application-Based Systems |
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| Title | Bimodal biometric system for hand shape and palmprint recognition based on SIFT sparse representation |
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