A Fingerprint Image Segmentation Method Based on Fractal Dimension

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Fractal analysis is becoming more and more popular in image segmentation community, in which the box-counting based fractal dimension estimations are most commonly used. In this paper, a novel fractal estimation algorithm is proposed. Both the proposed algorithm and the box-counting based methods have been applied to the segmentation of texture images. The comparison results demonstrate that the fractal estimation can differentiate texture images more effectively and provide more robust segmentations

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299-301

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February 2012

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© 2012 Trans Tech Publications Ltd. All Rights Reserved

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[1] A. P. Pentland, Fractal based description of natural scenes, IEEE Trans. Pattern Analysis and Machine Intell., 6 (1984) 661-674.

DOI: 10.1109/tpami.1984.4767591

Google Scholar

[2] A. Conci and L. H. Monteiro, Multifractal characterization of texture based segmentation, in Proc. IEEE Int. Conf. Image Processing, Vancouver, BC, Canada, Sep. 10–13, 2000, p.792–795.

DOI: 10.1109/icip.2000.901078

Google Scholar

[3] I. Reljin, B. Reljin, I. Pavlovic, and I. Rakocevic, Multifractal analysisof gray-scale images, in Proc. Mediterranean Electrotechnical Conf., May 29–31, 2000, p.490–493.

DOI: 10.1109/melcon.2000.879977

Google Scholar

[4] G. Du and T. S. Yeo, A novel multifractal estimation method and its application to remote image segmentation, IEEE Trans. Geosci. Remote Sens., vol. 40, no. 4, p.980–982, Jul. (2002).

DOI: 10.1109/tgrs.2002.1006395

Google Scholar

[5] Y. Liu and Y. Li, Image feature extraction and segmentation using fractal dimension, in Proc. ICSP, Seoul, Korea, Aug. 26–28, 1997, p.975–979.

Google Scholar

[6] T. A. Runkler and J. C. Bezdek, Image segmentation using fuzzy clustering with fractal features, in Proc. IEEE Int. Conf. Fuzzy Systems, Barcelona, Spain, Jul. 1–5, 1997, p.1393–1398.

DOI: 10.1109/fuzzy.1997.619747

Google Scholar

[7] J. You, S. Hungnahally, and A. Sattar, Fractional discrimination for texture image segmentation, in Proc. IEEE Int. Conf. Image Processing, Beijing, China, Oct. 28–31, 1997, p.220–223.

DOI: 10.1109/icip.1997.647743

Google Scholar

[8] R. Fazel-Rezai and W. Kinsner, Texture analysis and segmentation of images using fractals, in Proc. IEEE Canadian Conf. Electrical ComputerEngineering, May 9–12, 1999, p.786–791.

DOI: 10.1109/ccece.1999.808047

Google Scholar