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2014 | OriginalPaper | Buchkapitel

Intensity-Based Detection of Microcalcification Clusters in Digital Mammograms using Fractal Dimension

verfasst von : P. Shanmugavadivu, V. Sivakumar

Erschienen in: Proceedings of the Second International Conference on Soft Computing for Problem Solving (SocProS 2012), December 28-30, 2012

Verlag: Springer India

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Abstract

This paper presents a novel method to locate and segment the microcalcification clusters in mammogram images, using the principle of fractal dimension. This proposed technique detects the edges using the intensities of the regions/objects in the image, the Fractal dimension of the image, which is image-dependent in such a way that leads to the segmentation of microcalcification clusters in the image. Hence this fractal dimension based detection of microcalcifations is proved to produce excellent results and the location of the detected microcalcifications clusters complies with the specifications of dataset of the mini-MIAS database accurately, which substantiate the merit of the proposed technique.

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Literatur
1.
Zurück zum Zitat Gonzalez, R.C., Woods, R.E.: Digital Image Processing, Second edition. Prentice Hall, New york (2009) Gonzalez, R.C., Woods, R.E.: Digital Image Processing, Second edition. Prentice Hall, New york (2009)
2.
Zurück zum Zitat Sonka, M., Hlavac, V., Boyle, R.: Digital Image Processing and Computer Vision. Cengage Learning, Stamford (2008) Sonka, M., Hlavac, V., Boyle, R.: Digital Image Processing and Computer Vision. Cengage Learning, Stamford (2008)
3.
Zurück zum Zitat Kom, G., Tiedeu, A., Kom, M.: Automated detection of masses in mammogram by local adaptive thresholding. Comput. Biol. Med. 37, 37–48 (2007) Kom, G., Tiedeu, A., Kom, M.: Automated detection of masses in mammogram by local adaptive thresholding. Comput. Biol. Med. 37, 37–48 (2007)
4.
Zurück zum Zitat Maitra, I.K. et al.: Technique for preprocessing of digital mammogram. Comp. Meth. Programs Biomed. 107, 175–188 (2012) Maitra, I.K. et al.: Technique for preprocessing of digital mammogram. Comp. Meth. Programs Biomed. 107, 175–188 (2012)
5.
Zurück zum Zitat Stojic, Tomislav, et al.: Adaptation of multifractal analysis to segmentation of microcalcifications in digital mammograms. Physica A 367, 494–508 (2006)CrossRef Stojic, Tomislav, et al.: Adaptation of multifractal analysis to segmentation of microcalcifications in digital mammograms. Physica A 367, 494–508 (2006)CrossRef
6.
Zurück zum Zitat Shanmugavadivu, P., Sivakumar, V.: Fractal approach in digital mammograms: a survey, NCSIP-2012, pp. 141–143, ISBN: 93-81361-90-8, (2012) Shanmugavadivu, P., Sivakumar, V.: Fractal approach in digital mammograms: a survey, NCSIP-2012, pp. 141–143, ISBN: 93-81361-90-8, (2012)
7.
Zurück zum Zitat Shanmugavadivu, P., Sivakumar, V.: Fractal dimension-based texture analysis of digital images. Procedia Eng. 38, 2981–2986, ISSN: 1877–7058, (Elsevier-Scidirect) (2012) Shanmugavadivu, P., Sivakumar, V.: Fractal dimension-based texture analysis of digital images. Procedia Eng. 38, 2981–2986, ISSN: 1877–7058, (Elsevier-Scidirect) (2012)
8.
Zurück zum Zitat Cheng, H.D., Cai, X., Chen, S., Hu, L., Lou, X.: Computer-aided detection and classification of microcalcifications in mammograms: a survey. Pattern Recogni. 36, 2967–2991 (2003) Cheng, H.D., Cai, X., Chen, S., Hu, L., Lou, X.: Computer-aided detection and classification of microcalcifications in mammograms: a survey. Pattern Recogni. 36, 2967–2991 (2003)
9.
Zurück zum Zitat Claudio, M., Mario, M., D’Elia, C., Tortorella, F.: A computer-aided detection system for clustered microcalcifications. Artif. Intell. Med. 50, 23–32 (2010) Claudio, M., Mario, M., D’Elia, C., Tortorella, F.: A computer-aided detection system for clustered microcalcifications. Artif. Intell. Med. 50, 23–32 (2010)
10.
Zurück zum Zitat Mohamed, W.A., Alolfe, M.A., Kadah, Y.M.: Fast fractal modeling of mammograms for microcalcifications detection. In: 26th National Radio Science Conference, Egypt (2009) Mohamed, W.A., Alolfe, M.A., Kadah, Y.M.: Fast fractal modeling of mammograms for microcalcifications detection. In: 26th National Radio Science Conference, Egypt (2009)
11.
Zurück zum Zitat Addison, P.S.: Fractals and Chaos. IOP Publishing, Bristol (2005) Addison, P.S.: Fractals and Chaos. IOP Publishing, Bristol (2005)
13.
Zurück zum Zitat Lopes, R., Betrouni, N.: Fractal and multifractal analysis: a review. Med. Image Anal. 13, 634–649 (2009) Lopes, R., Betrouni, N.: Fractal and multifractal analysis: a review. Med. Image Anal. 13, 634–649 (2009)
14.
Zurück zum Zitat Vuduc, R.: Image segmentation using fractal dimension. Report on GEOL 634, Cornell University (1997) Vuduc, R.: Image segmentation using fractal dimension. Report on GEOL 634, Cornell University (1997)
Metadaten
Titel
Intensity-Based Detection of Microcalcification Clusters in Digital Mammograms using Fractal Dimension
verfasst von
P. Shanmugavadivu
V. Sivakumar
Copyright-Jahr
2014
Verlag
Springer India
DOI
https://doi.org/10.1007/978-81-322-1602-5_135