Segmentation and SVM classification of mammograms

Proceedings of the IEEE International Conference on Industrial Technology

Volumn , Issue , 2006, Pages 905-910

  Selvi, S Thamarai ^a   Malmathanraj, R ^a  

^a ANNA UNIVERSITY   (India)

Author keywords

[No Author keywords available]

Indexed keywords

MICRO CALCIFICATIONS; UNSUPERVISED IMAGE SEGMENTATION;

BIOMINERALIZATION; BONE; CLASSIFICATION (OF INFORMATION); COMPUTER NETWORKS; DIGITAL IMAGE STORAGE; IMAGE PROCESSING; SENSITIVITY ANALYSIS; STAGES; SUPPORT VECTOR MACHINES; WAVELET TRANSFORMS;

IMAGE SEGMENTATION;

EID: 51349088304     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIT.2006.372262     Document Type: Conference Paper

References (21)

1. Y. O. Ahn, B. J. Park, and K. Y. Yoo, "Incidence estimation of female breast cancer among Koreans," J. Korean Med. Sci., no. 9, pp. 328-334, 1994.
2. S.Arivazhagan, L.Ganesan, T.G.Subash Kumar, "Texture classification using Ridgelet transform", Proc. Sixth International Conference on Computational Intelligence and Multimedia Applications.(ICCIMA-05).
3. R.J.O Callaghan and R.Bull," Combined morphological spectral Unsupervised Image Segmentation", IEEE Tr on Image Processing, vol. 14, No.l, January 2005.
4. R. G. Bird, R. G. Wallace, and B. C. Yankaskas, "Analysis of cancers missed at screening mammography," Radiology, vol. 184, pp. 613-617, 1992.
5. H. P. Chan, K. Doi, S. Galhotra, C. J. Vyborny, H. Macmahon, et al., "Image feature analysis and computer-aided diagnosis in digital radiography-1: Automated detection of microcalcifications in mammography," Med. Phys., vol. 14, no. 4, pp. 538-548, 1987.
6. H. P. Chan, K. Doi, C. J. Vyborny, R. A Schmidt, and C. E. Metz, et. al, "Improvement in radiologists' detection of clustered micro calcifications on mammograms," Investigative Radiology, vol. 25, pp. 1102-1110, 1990.
7. D. H. Davies and D. R. Dance, "Automatic computer detection of clustered calcifications in digital mammograms," Phys. Med. Biol., vol. 35, no. 8, pp. 1111-1118, 1990.
8. K. Doi, M. L. Giger, R. M. Nishikawa, K. R. Hoffmann, and R. A. Schmidt, et. al, "Prototype clinical 'intelligent' work station for computer-aided diagnosis," RSNA, no. PH087,pp. 1-10, 1995.
9. M. N. Gurcan, Y. Yardimci, A. E. Centin, and R. Ansari, "Detection of microcalcifications in mammograms using nonlinear subband decomposition and outlier labeling," Proc. SPIE on Visual Commn. and Image Processing, vol. 3024, pp. 909-918, 1997.
10. R. M. Haralick, K. Shanmugan, and I. Dinstein, "Textural features for image classification," IEEE Trans. Syst., Man, Cybern., vol. SMC-3, pp. 610-621, Nov. 1973.
11. H. Kobatake, K. Okuno, M. Murakami, M. Ishida, and H. Takeo, et. al, "CAD system for full-digital mammography and its evaluation," Proc. SPIE Med. Imag., vol. 3034, pp. 745-752, 1997.
12. D. B. Kopans, Breast Imaging. Philadelphia, PA: J. B. Lippincoff, 1989, pp. 81-95.
13. J. K. Kim, J. M Park, K. S. Song, and H. W. Park, "Detection of clustered microcalcifications on mammograms using surrounding region dependence method and artificial neural network," J. VLSI Signal Processing, vol. 18, pp. 251-262, 1998.
14. Leo Grady," Random Walks for Image Segmentation", IEEE Trans on Pattern Analysis and Machine Intelligence, vol. XX, no. Y, month 2006.
15. M. Nadler and E. P. Smith, Pattern Recognition Engineering. New York: Wiley, 1993.
16. R. M. Nishikawa, D. E. Wolverton, R. A. Schmidt, and J. Papaioannou, "Radiologists' ability to discriminate computer-detected true and false positives from an automated scheme for the detection of clustered microcalcifications on digitized mammograms," Proc. SPIE Med. Imag, vol. 3036, pp. 198-204, 1997.
17. Shutao Li, James T Kwok, Hailong Zhu, Yaonan Wang," Texture Classification using the support vector machines", Pattern Recognition, 36(12): 2883-2893, Dec 2003.
18. R. N. Strickland and H. I. Hahn, "Wavelet transform for detecting microcalcifications in mammograms," in IEEE Trans. Med. Imag., vol. 15, no. 2, pp. 218-229, 1996.
19. Toth, D.; Stuke, I.; Wagner, A.; Aach, T, "Detection of moving shadows using mean shift clustering and a significance test", Pattern Recognition, 2004. ICPR 2004. Proceedings of the 17th International Conference on Volume 4, Issue , 23-26 Aug. 2004 Page(s): 260 -263 Vol.4.
20. Y. Wu, K. Doi, M. L. Giger, and R. M. Nishikawa, "Computerized detection of clustered microcalcifications in digital mammograms: Application of artificial neural networks," Med. Phys., vol. 19, no. 3, pp. 555-560, 1992.
21. H. Yoshida, K. Doi, and R. M. Nishikawa, "Automated detection of clustered microcalcifications in digital mammograms using wavelet transform techniques," Proc. SPIE on Visual Commun, and Image Processing, vol. 2167, pp. 868-886, 1994.