| 基于Gabor小波和支持向量机的掌纹识别算法的研究 |
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| 引用本文： | 李明昊,李燕华,潘新,刘洋,多化琼. 基于Gabor小波和支持向量机的掌纹识别算法的研究[J]. 内蒙古农业大学学报(自然科学版), 2011, 32(3): 270-275 |
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| 作者姓名： | 李明昊 李燕华 潘新 刘洋 多化琼 |
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| 作者单位： | 1. 内蒙古农业大学计算机与信息工程学院,呼和浩特,010018
2. 内蒙古农业大学材料科学与艺术设计学院,呼和浩特,010018 |
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| 基金项目： | 国家自然科学基金资助项目(30960303,61063021); 内蒙古自治区高等学校科学研究项目(NJ10057) |
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| 摘 要： | 掌纹识别作为1种新兴的生物识别技术,因其识别区域大、易采集、精度高和可靠性高等优点得到了较快的发展。本文提出基于Gabor小波和支持向量机的掌纹识别算法。算法主要分三个步骤,首先将掌纹图像用5个尺度4个方向的2DGabor滤波器组对图像进行滤波并下采样得到Gabor特征矩阵,之后用二维主成分分析(two-dimen-sional principle component analysis2,DPCA)进行降维,最后将得到的特征向量送进支持向量机(support vector machine,SVM)进行学习分类。实验结果表明,该算法能够很好的解决小样本识别问题,有效的提高掌纹识别率。
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| 关 键 词： | 掌纹识别 滤波 Gabor小波 2DPCA 支持向量机 |
THE RESEARCH ON PALMPRINT REGCOGNITION USING GABOR WAVELET AND SUPPORT VECTOR MACHINE |
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| LI Ming-hao,LI Yan-hua,PAN Xin,LIU Yang,DUO Hua-qiong. THE RESEARCH ON PALMPRINT REGCOGNITION USING GABOR WAVELET AND SUPPORT VECTOR MACHINE[J]. Journal of Inner Mongolia Agricultural University(Natural Science Edition), 2011, 32(3): 270-275 |
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| Authors: | LI Ming-hao LI Yan-hua PAN Xin LIU Yang DUO Hua-qiong |
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| Affiliation: | LI Ming-hao1,LI Yan-hua1,PAN Xin1,LIU Yang1,DUO Hua-qiong2(1.College of Computer and Information Engineering,Inner Mongolia Agricultural University,Huhhot 010018,Chna,2.College of Material Science and Art Design,China) |
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| Abstract: | As an emerging biometric technology,palmprint recognition technology has been developed quickly because of the advantages of its large recognition region,and easy collection,high precision and reliability.This paper proposes a palmprint identification algorithm based on Gabor wavelet and support vector machine(SVM).Three steps are involved in the algorithm.First,the palmprint image was filtered by a bank of 2DGabor wavelets with five scales and four directions and downsampled to form Gabor feature matrix.Th... |
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| Keywords: | palmprint recognition filter Gabor wavelet 2DPCA support vector machine |
| 本文献已被 CNKI 万方数据 等数据库收录！ |
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