首页> 外文期刊>International Journal of Pattern Recognition and Artificial Intelligence >TEXTURE-BASED FINGERPRINT RECOGNITION COMBINING DIRECTIONAL FILTER BANKS AND WAVELET
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TEXTURE-BASED FINGERPRINT RECOGNITION COMBINING DIRECTIONAL FILTER BANKS AND WAVELET

机译:方向滤波器组和小波相结合的基于纹理的指纹识别

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摘要

To design an effective and robust fingerprint recognition method is still an open issue. Some texture-based methods such as directional energy method and wavelet method are available nowadays. However, directional energy method is insufficient to capture the detail information of fingerprint and it is also improper to directly use wavelet method to extract the feature since the complex and rich edge information of fingerprint. In this work we propose a texture-based method called DFB-Wavelet for fingerprint recognition via combining directional filter banks (DFB) and wavelet. The region of interest (ROI) composed of nonoverlapping square blocks, is decomposed into eight directions by employing DFB. Wavelet signatures are calculated as the features of a fingerprint image from each directional subband of DFB. The feature matching is performed on the global normalized Euclidean distance between the input fingerprint features and the templates features. Experimental results show that DFB-Wavelet method has the higher accuracy compared to the traditional texture-based methods.1256012.1-1256012.20
机译:设计一种有效而强大的指纹识别方法仍然是一个悬而未决的问题。如今有一些基于纹理的方法,例如方向能量方法和小波方法。然而,定向能量方法不足以捕获指纹的细节信息,并且由于指纹的边缘信息复杂且丰富,因此直接使用小波方法提取特征也是不合适的。在这项工作中,我们提出了一种基于纹理的方法,称为DFB小波,通过结合方向滤波器组(DFB)和小波来进行指纹识别。通过使用DFB将由不重叠的正方形块组成的感兴趣区域(ROI)分解为八个方向。从DFB的每个方向子带中,将小波签名计算为指纹图像的特征。对输入指纹特征和模板特征之间的全局标准化欧几里得距离执行特征匹配。实验结果表明,DFB-Wavelet方法比传统的基于纹理的方法具有更高的精度。1256012.1-1256012.20

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  • 作者单位

    School of Computer Science and Engineering University of Electronic Science and Technology of China Chengdu, 611731, P. R. China,ibin Vocational and Technical College Yibin, 644003, P. R. China;

    School of Computer Science and Engineering University of Electronic Science and Technology of China Chengdu, 611731, P. R. China;

    School of Computer Science and Engineering University of Electronic Science and Technology of China Chengdu, 611731, P. R. China;

    School of Computer Science and Engineering University of Electronic Science and Technology of China Chengdu, 611731, P. R. China,Sichuan Police College Luzhou, 646000, P. R. China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    texture-based method; fingerprint recognition; directional filter banks; wavelet; feature extraction;

    机译:基于纹理的方法;指纹识别定向滤波器组;小波特征提取;

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