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Published on: April 19, 2019
Finger vein recognition using local line binary pattern.
Bakhtiar Affendi Rosdi1, Chai Wuh Shing, Shahrel Azmin Suandi
1Intelligent Biometric Group, School of Electrical & Electronic Engineering, USM Engineering Campus, Universiti Sains Malaysia, 14300 Nibong Tebal, Seberang Perai Selatan, Pulau Pinang, Malaysia. eebakhtiar@eng.usm.my
This study introduces a secure personal verification method using finger vein patterns and a novel Local Line Binary Pattern (LLBP) descriptor. LLBP outperforms existing methods like Local Binary Pattern (LBP) for enhanced biometric security.
Area of Science:
- Biometrics
- Computer Vision
- Pattern Recognition
Background:
- Biometric personal verification is crucial for security.
- Existing methods like fingerprint and palm print have vulnerabilities.
- Finger vein patterns offer enhanced security as they are internal biometric traits.
Purpose of the Study:
- To propose a novel personal verification method using finger vein biometrics.
- To introduce and evaluate a new texture descriptor, Local Line Binary Pattern (LLBP), for feature extraction.
- To compare the performance of LLBP against existing methods like Local Binary Pattern (LBP) and Local Derivative Pattern (LDP).
Main Methods:
- Feature extraction using the proposed Local Line Binary Pattern (LLBP) descriptor.
- LLBP utilizes a straight-line neighborhood shape for texture analysis, differing from LBP's square shape.
- Implementation of a personal verification system based on extracted finger vein features.
Main Results:
- The proposed finger vein verification method using LLBP demonstrated superior performance.
- LLBP showed improved accuracy and robustness compared to LBP and LDP.
- Experimental results confirm the effectiveness of LLBP for finger vein recognition.
Conclusions:
- The Local Line Binary Pattern (LLBP) is an effective texture descriptor for finger vein biometrics.
- Finger vein verification using LLBP offers a more secure and accurate alternative to traditional methods.
- The proposed method advances the field of secure personal identification systems.
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