• DocumentCode
    1867773
  • Title

    Coherence enhancement diffusion using Multi-Scale DFB

  • Author

    Khan, Mohammad A U ; Khan, Tariq M. ; Khan, Shoab Ahmed

  • Author_Institution
    Dept. of Electr. Eng., Nat. Univ. of Comput. & Emerging Sci., Peshawar, Pakistan
  • fYear
    2011
  • fDate
    5-6 Sept. 2011
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Diffusion filtering techniques are mostly used to enhance the ridge structure of a noisy fingerprint image. In these filtering techniques the measurement of local orientation is needed. The diffusion tensor used in these techniques reflects the local image structure, as in a structure tensor same set of eigenvectors are used. To control the diffusion along the direction of high coherence special Eigenvalues are chosen. It works well in enhancing the ridges but, it takes orientation angles implicitly by using local image structure (derivatives). As we know that the derivatives have undesirable property of enhancing noise which makes the process of finding the correct orientation more difficult. This gives a further motivation for the improved orientation field calculated by some more reliable mean, which can overcome such difficulties. Therefore, in this work a Multi-Scale DDFB is used which adaptively change the local neighborhood size with the image local contrast and feature width. Experimental results show that the proposed algorithm is noise robust and is more suitable for feature localization as compare to other coherence enhancement diffusion algorithms.
  • Keywords
    channel bank filters; eigenvalues and eigenfunctions; feature extraction; filtering theory; fingerprint identification; image denoising; image enhancement; tensors; DDFB; DFB; coherence enhancement diffusion; decimation free directional filter bank; diffusion tensor; directional filter bank; eigenvectors; feature localization; image local contrast; image structure; noisy fingerprint image; ridge structure; Coherence; Filter banks; Fingerprint recognition; Noise; Principal component analysis; Reliability; Tensile stress; Decimation free Directional Filter Bank (DDFB); Directional Filter Bank (DFB); Fingerprint image enhancement; Scale Space;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Emerging Technologies (ICET), 2011 7th International Conference on
  • Conference_Location
    Islamabad
  • Print_ISBN
    978-1-4577-0769-8
  • Type

    conf

  • DOI
    10.1109/ICET.2011.6048456
  • Filename
    6048456