Diagnose breast cancer through mammograms, using image processing techniques and optimization techniques

2010 IEEE International Conference on Computational Intelligence and Computing Research, ICCIC 2010

Volumn , Issue , 2010, Pages 698-701

  Karnan, M ^a   Gandhi, K Rajiv ^b  

^a MANONMANIAM SUNDARANAR UNIVERSITY   (India)

^b Tamilnadu College of Engineering   (India)

Author keywords

BPN classifier; Microcalcifications; Receiver operating characteristics

Indexed keywords

AREA UNDER THE ROC CURVE; BPN CLASSIFIER; BREAST CANCER; CLASSIFICATION PERFORMANCE; DIGITIZED MAMMOGRAMS; EARLY DETECTION OF BREAST CANCER; IMAGE PROCESSING TECHNIQUE; MICROCALCIFICATIONS; OPTIMIZATION TECHNIQUES; OUTPUT VALUES; RECEIVER OPERATING CHARACTERISTICS; RECEIVER OPERATING CHARACTERISTICS ANALYSIS; REDUCTION ALGORITHMS; TEXTURAL FEATURE; THREE-LAYER; VALIDATION METHODS;

ARTIFICIAL INTELLIGENCE; CLASSIFIERS; DISEASES; IMAGE PROCESSING; MAMMOGRAPHY; X RAY SCREENS;

CALCIFICATION (BIOCHEMISTRY);

EID: 79951800160     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCIC.2010.5705891     Document Type: Conference Paper

References (16)

1. Cheng, H.D., Lui, Y.M., and Freimanis, R.I.: "A novel approach to microcalcification detection using fuzzy logic technique," IEEE Trans. Med. Imag. Vol. 17, no. 3, pp: 442-450, 1998. (Pubitemid 128747698)
2. Dorigo, M., Di Caro, G., and Gambardella, L.M.: "Ant algorithms for distributed discrete optimization," Artificial Life. vol.5, 137-172, 1999.
3. Dorigo, M., and Gambardella, L.M.: "A cooperative learning approach to the traveling salesman problem," IEEE Transactions on Evolutionary Computation, vol. 1, no. 1, pp: 53-66, 1997. (Pubitemid 127771018)
4. Goldberg, D.E.: "Genetic Algorithms in Search," Optimization and Learning, NY, Addison Wesley, 1989.
5. Haralick, R.M., Shanmugan, K., and Dinstein, I.: "Textural features for image classification," IEEE Trans. Syst., Man, Cybern., vol. SMC-3, pp: 610-621, 1973.
6. Hassanien, A.E., and Ali, J.M.: "Enhanced Rough Sets Rule Reduction Algorithm for Classification Digital Mammography," Intelligent System journal, UK, Freund & Pettman, vol. 13, no. 2, pp: 151-171, 2004.
7. Jean, H., David, M.C., Charles, F.B., Zygmunt, P., Edward, J.D.: "Preclinical ROC studies of digital stereo mammography," IEEE Trans. Med. Imag., vol. 14, no. 2, pp: 318-327,1995.
8. Kim, J.K., and Park, H.W.: "Statistical textural features for detection of microcalcifications in digitized mammograms," IEEE Trans. Med. Imag, vol. 18, no. 3, pp: 231-238, 1999.
9. Mendez, A.J., Tahocesb, P.G., Lado, M. J., Souto, M., Correa, J.L., Vidal, J.J.: "Automatic Detection of Breast Border and Nipple in Digital Mammograms," Computer Methods and Programs in Biomedicine, vol. 49, pp: 253-262, 1996. (Pubitemid 26171929)
10. Peters, J.F., and Skowron, A.,(Eds.).: "Transactions on Rough Sets," Springer-Verlag, Berlin, 2004.
11. Sallam, M.Y., and Bowyer, K.W.: "Registration and difference analysis of corresponding mammogram images," Medical Image Analysis, vol. 3, no. 2, pp: 103-118, 1999. (Pubitemid 129641352)
12. Thangavel, K., Karnan, M., Siva Kumar, R., and Kaja Mohideen, A.: "Automatic Detection of Microcalcification in Mammograms-A Review," International Journal on Graphics Vision and Image Processing, vol. 5, no. 5, pp: 31-61, 2005.
13. Thangavel, K., and Karnan, M.: "Computer Aided Diagnosis in Digital Mammograms: Detection of Microcalcifications by Meta Heuristic Algorithms," International Journal on Graphics Vision and Image Processing, vol. 7, pp: 41-55, 2005.
14. Thangavel, K., and Karnan, M.: "Automatic Detection of Asymmetries in Mammograms Using Genetic Algorithm," International Journal on Artificial Intelligence and Machine Learning, vol. 5, pp: 55-62, 2005.
15. Thangavel, K., Karnan, M., Siva Kumar, R., and Kaja Mohideen, A.: "Segmentation and Classification of Microcalcification in Mammograms Using the Ant Colony System," International Journal on Artificial Intelligence and Machine Learning, vol. 5, pp: 29-40, 2005.
16. Thangavel, and K., Karnan, M.; "CAD system for Preprocessing and Enhancement of Digital Mammograms," International Journal on Graphics Vision and Image Processing, vol. 9, pp: 69-74, 2005.