使用SIFT特征的掌纹验证

G. Badrinath, Phalguni Gupta
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引用次数: 33

摘要

本文介绍了一种鲁棒生物识别系统原型的设计与开发。该系统使用了手尺度不变特征变换(SIFT)算子提取的特征。使用低成本扫描仪获取特征手图像。提取的掌纹区域对手在扫描仪上的平移和旋转具有鲁棒性。使用SIFT算子进行特征提取,使系统对所获取的手图像的尺度或空间分辨率具有鲁棒性。系统在IITK数据库的200张图片和PolyU数据库的7751张图片上进行了测试。系统采用低成本的扫描仪作为输入器件,对平移、旋转和空间分辨率具有鲁棒性,测试性能良好,FAR为0.02%,FRR为0.62%,准确率为99.67%,可用于民用和高安全环境。
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Palmprint Verification using SIFT features
This paper describes the design and development of a prototype of robust biometric system for personnel verification. The system uses features extracted using scale invariant feature transform (SIFT) operator of human hand. The hand image for features is acquired using a low cost scanner. The palmprint region extracted is robust to hand translation and rotation on the scanner. The use of SIFT operator for feature extractions makes the system robust to scale or spatial resolution of the hand images acquired. The system is tested on IITK database of 200 images and PolyU database of 7751 images. The design of the system with low cost scanner as input device, robustness to translation, rotation and spatial resolution, and testing performance, FAR 0.02%, FRR 0.62%, and accuracy 99.67% suggests that the system can be used for civilian applications and high-security environments.
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