Accurate Biometric Palm Print Recognition Using ResNet50 algorithm Over X Gradient Boosting Algorithm

نویسندگان

چکیده

The aim of this research is to enhance the accuracy biometric palm print identification by using Novel ResNet50 Algorithm as compared X Gradient Boosting. Materials and Methods: In study, Boosting algorithms were a sample size 10 for each algorithm, resulting in total 20. comparison was carried out with G Power 0.8 confidence interval (CI) 95% ensure statistical significance. For study Birjand University Mobile Palmprint Database (BMPD) dataset collected from Kaggle repository, which includes 1640 images containing both left right-hand palmprints. Result: According results, algorithm achieved higher rate (94.7%) (92.4%) identifying measuring images. analysis indicated significant difference between Boosting, pvalue 0.003 (Independent T-test p<0.05). This suggests that outperformed experiment. study’s findings, more effective accurately prints

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Biometric Parameters and Palm Print Recognition

A. Ross, K. Nandakumar, and A. K. Jain, Handbook of Multibiometrics. Springer Verlag, 2006 A. K. Jain, S. Pankanti, S. Prabhakar, L. Hong, A. Ross, and J. L. Wayman, Biometrics: A Grand Challenge, Proc. ICPR, vol. II, UK, pp. 935-942, 2004. A. K. Jain, A. Ross, and S. Pankanti, Biometrics: A Tool for Information Security, IEEE Trans. on Information Forensics and Security, vol. 1, no. 2, pp. 125...

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ژورنال

عنوان ژورنال: E3S web of conferences

سال: 2023

ISSN: ['2555-0403', '2267-1242']

DOI: https://doi.org/10.1051/e3sconf/202339904027