Fuzzy Brain Storm Optimization and Adaptive Thresholding for Multimodal Vein-Based Recognition System

Author:

Verma Dipti1,Dubey Sipi2

Affiliation:

1. Department of CSE, Vishwavidyalaya Engineering College, Lakhanpur, Sarguja University, Ambikapur, Chhattisgarh 497001, India

2. Department of CSE, Rungta College of Engineering and Technology, (RCET)Bhilai, Chhattisgarh 490024, India

Abstract

Nowadays, conventional security method of using passwords can be easily forged by unauthorized person. Hence, biometric cues such as fingerprints, voice, palm print, and face are more preferable for recognition but to preserve the liveliness, another one important biometric trait is vein pattern, which is formed by the subcutaneous blood vessels that contain all the achievable recognition properties. Accordingly, in this paper, we propose a multibiometric system using palm vein, hand vein, and finger vein. Here, Holoentropy-based thresholding mechanism is newly developed for extracting the vein patterns. Also, Fuzzy Brain Storm Optimization (FBSO) method is proposed for score level fusion to achieve the better recognition performance. These two contributions are effectively included in the biometric recognition system and the performance analysis of the proposed method is carried out using the benchmark datasets of palm vein image, finger vein image, and hand vein image. The quantitative results are analyzed with the help of FAR, FRR, and accuracy. From outcome, we proved that the proposed FBSO approach attained a higher accuracy of 81.3% than the existing methods.

Publisher

World Scientific Pub Co Pte Lt

Subject

Artificial Intelligence,Computer Vision and Pattern Recognition,Software

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Performance Optimization of Feature Extraction for Palm and Wrist in Multimodal Biometrics: A Systematic Literature Review;International Journal of Pattern Recognition and Artificial Intelligence;2023-09-22

2. A Survey of Multimodal Biometric Recognition Based on Hand Vein;2022 International Conference on Virtual Reality, Human-Computer Interaction and Artificial Intelligence (VRHCIAI);2022-10

3. Cryptography and Tay-Grey wolf optimization based multimodal biometrics for effective security;Multimedia Tools and Applications;2022-05-31

4. Hand Vein Pattern Enhancement using Advanced Fusion Decision;2022 Advances in Science and Engineering Technology International Conferences (ASET);2022-02-21

5. A multimodal architecture using Adapt‐HKFCT segmentation and feature‐based chaos integrated deep neural networks (Chaos‐DNN‐SPOA) for contactless biometricpalm vein recognition system;International Journal of Intelligent Systems;2021-11-29

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