• DocumentCode
    707601
  • Title

    Palmprint identification using hashing of 2D-Log Gabor filter, Phase Congruency and Haralick features

  • Author

    Malathi Latha, Y.L. ; Kumar, Karan ; Prasad, Munaga V. N. K.

  • Author_Institution
    CSE Dept., Swami Vivekananda Inst. of Technol. (SVIT) Hyderabad, Hyderabad, India
  • fYear
    2015
  • fDate
    11-13 March 2015
  • Firstpage
    1995
  • Lastpage
    2001
  • Abstract
    In palmprint identification system, a particular person´s biometric template is compared against all images in the database to identify the person. The matching procedure in large database degrades the performance of biometric system. The proposed method consists of three stages feature extraction, hashing generation and querying. 2D-Log Gabor, Phase Congruency and Haralick feature methods are used for feature vector construction. In hash generation, all the templates in the database are indexed according to the orientation features. The hash table, size table and offset table are constructed to speed up the matching process. In querying stage, test image features are extracted and matched using the hash table. The experiments are evaluated on a standard database (PolyU Database), and the results show that significant improvement in terms of recognition accuracy and error rates.
  • Keywords
    Gabor filters; cryptography; feature extraction; image filtering; image matching; image retrieval; palmprint recognition; 2D log Gabor filter; Haralick feature method; feature vector construction; hash table; hashing generation; image matching procedure; offset table; orientation feature; palmprint identification system; person biometric template; phase congruency; querying stage; size table; test image feature extraction; Biometrics (access control); Databases; Erbium; Feature extraction; Magnetic resonance imaging; Manganese; Yttrium; Haralick Features; Hashing; Log-Gabor filter; Phase Congurency;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computing for Sustainable Global Development (INDIACom), 2015 2nd International Conference on
  • Conference_Location
    New Delhi
  • Print_ISBN
    978-9-3805-4415-1
  • Type

    conf

  • Filename
    7100591