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Human Identity Verification Using Multispectral Palmprint Fusion
| Content Provider | Semantic Scholar |
|---|---|
| Author | Kisku, Dakshina Ranjan Rattani, Ajita Gupta, Phalguni Sing, Jamuna Kanta Hwang, C. Jinshong |
| Copyright Year | 2013 |
| Abstract | This paper presents an intra-modal fusion environment to integrate multiple raw palm images at low level. Fusion of palmprint instances is performed by wavelet transform and decomposition. To capture the palm characteristics, the fused image is convolved with Gabor wavelet transform. The Gabor wavelet based feature representation reflects very high dimensional space. To reduce the high dimensionality, ant colony optimization algorithm is applied to consider only relevant, distinctive and reduced feature set from Gabor responses. Finally, the reduced set of features is trained with support vector machines and accomplished user recognition tasks. For evaluation, CASIA multispectral palmprint database is used. The experimental results reveal that the system is robust and encouraging while variations of classifiers are used. |
| File Format | PDF HTM / HTML |
| Alternate Webpage(s) | http://file.scirp.org/pdf/JSIP20120200020_90956790.pdf |
| Language | English |
| Access Restriction | Open |
| Subject Keyword | Algorithm Ant colony optimization algorithms Authentication Coefficient Convolution Copyright Fingerprint Fused Image Gabor filter Gabor wavelet Image fusion Manuscripts Mathematical optimization Modal logic Multispectral image Numerous Pixel Question (inquiry) Radial basis function Support vector machine Verification of Theories Wavelet transform Whole Earth 'Lectronic Link act - Verification |
| Content Type | Text |
| Resource Type | Article |
