Computer diagnosis of tumors in mammograms
S.S. Sadykov, Yu.A. Bulanova, E.A. Zakharova

Full text of article: Russian language.

Abstract:
This paper proposes a technology of computer diagnosis of tumors in mammary gland of three main types: cyst, fibroadenoma, and breast cancer. It is noted that the use of such technology in the health care setting reduces the chance of missing a tumor when viewing mammograms, are at an early stage of development, but also minimizes the subjectivity of diagnosis. Work on a set of technologies studied real mammograms from MIAS database with known diagnoses. The results of experiments that show the possibility of using the developed based on this technology integrated cabinet in mammography as for general research and well as for screening.

Key words:
image processing, preprocessing, texture analysis, diagnosis, mammograms, tumor, cyst, fibroadenoma, breast cancer.

References:

  1. Sadykov, S.S. Technology selection cysts on mammogram / S.S. Sadykov, E.A. Zakharova, Y.A. Bulanava // Herald RGRTU, Ryazan. 2013 – N 1. – P. 7-11. – (In Russian).
  2. Sadykov, S.S. Interactive system for the analysis of mammographic images / S.S. Sadykov, Y.A. Bulanova, E.A. Zakharova // Algorithms, Methods, and Data Processing Systems. – 2012 – N 19. – P. 155-187. – (In Russian).
  3. Database of Mammograms MIAS // URL: http://peipa.essec.ac.uk/pix/mias (date of access 18.09.2013)
  4. Akhmetshin, A.M. Segmentation of low contrast images using a hierarchical model of Markov random fields / A.M. Akhmetshin, A.E. Fedorenko // Artificial Intelligence. – 2002. – N 4. – P. 414-421. – (In Russian).
  5. Sadykov, S.S. Use of information technology for the detection of cysts of the breast on mammography / S.S. Sadykov, E.A. Zakharova, Y.A. Bulanova // Journal of Radiology. – 2013. – N 3. – P. 15-20. – (In Russian).
  6. Sadykov, S.S. Preprocessing of mammographic images / S.S. Sadykov, Y.A. Bulanava, V.S. Yashkov // Proceedings of the International Symposium «Reliability and Quality». – 2013. – V. 1. – P. 340. – (In Russian).
  7. Bulanava, Y.A. The use of information technology for the localization of breast cancer on mammograms with a predominance of glandular component / Y.A. Bulanava // Caspian Magazine: Management and High Technology of 2013. – V. 3(23). – P. 100-111. – (In Russian).
  8. Sadykov, S.S. Algorithm of localization of breast cancer in the background of mastopathy / S.S. Sadykov, Y.A. Bulanova. – 11th International Conference on Pattern Recognition and Image Analysis: New Information Technologies (PRIA-11-2013), 2013. – V. 2. – P. 717-721.
  9. Korzhenkova, G.P. Integrated X-ray sonographic diagnosis of breast disease, 1st Edition / G.P. Korzhenkova. – Moscow: "Firm STROM" Publisher, 2004 – 128 p. – (In Russian).
  10. Sadykov, S.S. Allocation algorithm of cysts on the low-contrast mammography / S.S. Sadykov, Y.A. Bulanova, E.A. Zakharova // Information Technology. – 2013. – N 8. – P. 53-57. – (In Russian).
  11. Lukac, R.B. Plataniotis et al. Generalized adaptive vector sigma filers / R.B. Lukac, K.N. Smolka // International Conference on Multimedia Computing and Systems / International Conference on Multimedia and Expo – ICME (ICMCS), 2003. – V. 1. – P. 537-540.
  12. Sadykov, S.S. Investigation of the watershed for the isolation of breast cancer / S.S. Sadykov, Y.A. Bulanova, E.A. Zakha­rova, V.S. Yashkov // Algorithms, Methods, and Data Processing System. – 2013. – V. 23. – P. 56-64. – (In Russian).
  13. Sadykov, S.S. Texture segmentation algorithm to identify areas of cysts on mammography / S.S. Sadykov, Y.A. Bu­lanova, A.G. Romanov // Algorithms, Methods, and Data Processing Systems. – 2013. – V. 19. – P. 50-55. – (In Russian).
  14. Sankar, R.P. Parallel Architecture for Implementation of Contrast Limited Adaptive Histogram Equalization / Sankar P. Ravi, Rao B.K.N. Srinivasa // International Journal of Advanced Engineering Sciences and Technologies (IJAEST). – V. 10, Issue 1. – P. 047-051.
  15. Haralick, R.M. Textural Features for Image Classification / R.M. Haralick, K. Shanmugan, I. Dinstein // IEEE Transactions on Systems, Man and Cybernetics. – 1973. – V. SMC-3, Issue 6. – P. 610-621.
  16. Gaydel, A.V. Investigation of textural features for the diagnosis of bone diseases by X-ray images / A.V. Gaydel, S.S. Pervushkin // Computer Optics. – 2013. – V. 37(1). – P. 113-119. – (In Russian).
  17. Sadykov, S.S. Automating the detection of tumors on mammographic images / S.S. Sadykov, Y.A. Bulanova, E.A. Za­kharova, V.V. Kariaev. – Proceedings of the International Symposium "Safety and quality," 2012. – V. 2. – P. 376-379. – (In Russian).
  18. Shcherbakov, S. At the junction of two eras: Flatbed Scanner Epson Perfection V750 Pro / S. Shcherbakov // Foto & Video. – 2006. – V. 7. – P. 60-65. – (In Russian).

© 2009, IPSI RAS
Institution of Russian Academy of Sciences, Image Processing Systems Institute of RAS, Russia, 443001, Samara, Molodogvardeyskaya Street 151; e-mail: ko@smr.ru; Phones: +7 (846 2) 332-56-22, Fax: +7 (846 2) 332-56-20