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
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