期刊文献+

基于log-Gabor与FT数据融合的掌纹识别算法 被引量:1

Palmprint recognition based on fusion of Log-Gabor and fourier transform
下载PDF
导出
摘要 本文提出一种基于数据融合的掌纹识别算法。该算法首先利用log-Gabor小波提取掌纹纹理特征,同时用傅立叶变换(Fourier Transform,FT)提取掌纹频域统计特征,然后分别与库中模板进行匹配,最后对两种匹配结果进行数据融合,得到最终识别结果。该算法中的基于手掌中基准点的手掌定位方法,使得定位中的方向校正更为准确。实验结果达到较高的识别率,验证了该算法的有效性。 This paper proposes a novel algorithm using score-level fusion of two feature extraction methods. Frist, text features is extracted by log-Gabor wavelets, and globle statistics features by Fourier Transform. After matching with the templates, we get recognition result by combining the matching scores from two modalities. It also presents a more firmly preprocessing approach to determine the orientation of a rotated human palmprint image. The experimental result hits a high recognition rate and shows efficiency on UST Hand Image database.
出处 《电路与系统学报》 CSCD 北大核心 2010年第2期17-21,32,共6页 Journal of Circuits and Systems
基金 多媒体计算与通信教育部-微软重点实验室基金资助项目(05071811)
关键词 掌纹识别 log—Gabor小波 傅立叶变换 手掌定位 palmprint log-Gabor wavelets fourier transform palmprint detection
  • 相关文献

参考文献12

  • 1D Zhang,W K Kong,et al.Online palmprint identification[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2003,9:1041-1050.
  • 2D Zhang,W Shu.Two novel characteristics in palmprint verification:datum point invariance and line feature matching[J].Pattern Recognition,1999,4:691-702.
  • 3Ajay Kumar,Helen C Shen.Palmprint Identification using PalmCodes[A].Proceedings of the Third International Conference on Image and Graphics[C].2004.258-261.
  • 4A Ross,A K Jain.Information fusion in biometrics[J].Pattern Recognition,2003,9:2115-2125.
  • 5Wai Kin Kong,David Zhang,Wenxin Li.Palmprint feature extraction using 2-D Gabor filters[J].Pattern Recognition,2003,(36):2339-2347.
  • 6戴青云,余英林,张大鹏.基于结构特征的在线掌纹的分类方法[J].模式识别与人工智能,2002,15(1):112-116. 被引量:9
  • 7A K Jain,K Nandakumar,et al.Score Normalization in Multimodal Biometric Systems[J].Pattern Recognition,2005,12:2270-2285.
  • 8F R Hampel,P J Rousseeuw,et al.Robust Statistics:The Approach Basedon Influence Functions[M].Wiley,New York,1986.
  • 9Li Wenxin,Zhang David,et al.Palmprint identification by Fourier transform[J]International Journal of Pattern Recognition and Artificial Intelligence,2002,16(4):417-432.
  • 10Han C C,Cheng H L,et al.Personal authentication using palmprint features[J].Pattern Recognition,2003,36(2):371-381.

二级参考文献15

  • 1白雪生,徐光佑,JeseS.Jin.基于内容的图象检索及其相关技术的研究[J].机器人,1997,19(3):231-240. 被引量:26
  • 2章毓晋.图像理解与计算机视觉(图像工程下册)[M].北京: 清华大学出版社,2000.16-17.
  • 3Mara D, Owens R. Measuring bilateral symmetry in digital images[A]. In: IEEE TENCON-Digital Signal Processing Applications, Perth, 1996. 151~156.
  • 4Thai B, Healey G. Modeling and classifying symmetries using a multiscale opponent color representation[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1998, 20(11): 1224~1235.
  • 5Sun C, Si D. Fast reflectional symmetry detection using orientation histogram[J]. Real-Time Imaging, 1999, 5(1): 63~74.
  • 6Sun C. Symmetry detection using gradient information[J]. Pattern Recognition Letters, 1995, 16(9): 987~996.
  • 7Atallah J. On symmetry detection[J]. IEEE Transactions on Computers, 1985, 34(7): 663~666.
  • 8Xia Y. Skeletonization via the realization of the fire front's propagation and extinction in digital binary shapes[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1989, 11(10): 1076~1086.
  • 9Kovesi P. Invariant measures of image features from phase information[D]. Perth: University of Western Australia, 1996.
  • 10Morrone M, Owens R. Feature detection from local energy[J]. Pattern Recognition Letters, 1987, 6(5): 303~313.

共引文献13

同被引文献19

  • 1周新虹,彭玉华,薛玉利,杨明.应用小波变换和支持向量机的掌纹识别[J].计算机工程与应用,2007,43(22):238-240. 被引量:3
  • 2Jia W, Gui J, Hu R X, et al,Palmprint recognition using kernel spectral regression discriminant analysis and HOG representation[C]//2010 International Workshop on Emerging Techniques and Challenges for Hand-Based Biometrics(ETCHB),2010,8:1-6.
  • 3Pan X, Ruan Q Q.Palmprint recognition with improved two- dimensional locality preserving projeetions[J].Image and Vision Computing, 2008,26 (9) : 1261-1268.
  • 4Ong M G K,Connie T,Teoh A B J.Touch-less palm print bio- metrics:novel design and implementation[J].Image and Vision Computing, 2008,26 (12) : 1551 - 1560.
  • 5Pan X, Ruan Q Q.Palmprint recognition using Gabor-based local invariant features[J].Neurocomputing Letters,2009,72:2040-2045.
  • 6Zhang D, Kong W, You J.Online palmprint identification[J].IEEE Trans on Pattern Analysis and Machine Intelligence, 2003,25 (9) : 1041-1050.
  • 7Jia W, Huang D S, Zhang D.Palmprint verification based on robust line orientation code[J].Pattem Recognition,2008,41 (5) : 1504-1513.
  • 8Hsieh P C,Tung P C.A novel hybrid approach based on sub- pattern technique and whitened PCA for face recognition[J].Pat- tern Recognition,2009,42(5) :978-984.
  • 9Wang J, Barreto A, Wang L, et al.Multilinear principal component analysis for face recognition with fewer features[J].Neurocomputing,2010,73 : 1550-1555.
  • 10Gao Q X,Zhang L,Zhang D,et al.Independent components extraction from image matrix[J].Pattern Recognition Letters,2010, 31(3) : 171-178.

引证文献1

二级引证文献4

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部