Improving the classification of cirrhotic liver by using texture features

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn 7 VOLS, Issue , 2005, Pages 867-870

  Zhang, Xuejun ^a,b   Fujita, Hiroshi ^a   Kanematsu, Masayuki ^a   Zhou, Xiangrong ^a   Hara, Takeshi ^a   Kato, Hiroki ^a   Yokoyama, Ryujiro ^a   Hoshi, Hiroaki ^a  

^a GIFU UNIVERSITY   (Japan)

^b GUANGXI UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

DATA STRUCTURES; DIAGNOSIS; FEATURE EXTRACTION; IMAGE ANALYSIS; MEDICAL PROBLEMS; NEURAL NETWORKS;

CIRRHOSIS; GREY LEVEL DIFFERENCE METHOD (GLDM); TEXTURE ANALYSIS; TEXTURE FEATURES;

COMPUTER AIDED DESIGN;

EID: 33846938326     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (15)

1. K. Ito and D. G. Mitchell, "Hepatic morphologic changes in cirrhosis: MR imaging findings," Abdom. Imag., vol.25, pp.456-461, 2000.
2. W.P. Harbin, N.J. Robert and J.T. Ferrucci, "Diagnosis of cirrhosis based on regional changes in hepatic morphology: a radiological and pathological analysis," Radiology, vol.135, pp.273-283, 1980.
3. W.E. Torres, L.F. Whitmire and M.K. Gedgaudas, "Computed tomography of hepatic morphologic changes in cirrhosis of the liver," J. Comput. Assist. Tomogr., vol.11, pp.47-50, 1986.
4. C.R. McNeal, W.H. Maynard, R.A. Branch, T.A. Powers, P.A. Arns, K. Gunter, J.M. Fitzpatrick and C.L. Partain. "Liver volume measurements and three-dimensional display from MR images," Radiology, vol.169, pp.851-864, 1988.
5. H. Awaya, D. Mitchell and T. Kamishima, "Cirrhosis: Modified caudate-right lobe ratio," Radiology, vol. 224, no.3, pp.769-774, 2002.
6. X. Zhang, W. Li, H. Fujita, M. Kanematsu, T. Hara, X. Zhou, H. Kondo, and H. Hoshi, "Automatic segmentation of hepatic tissue and 3D volume analysis of cirrhosis in multi-detector row CT scans and MR imaging," IEICE Transactions, Vol.E87-D, No.8, pp.2138-2147, 2004.
7. Y. Wang, K. Itoh, N. Taniguchi, H. Toei, F. Kawai, M. Nakamura, K. Omoto, K. Yokota, and T. Ono, " Studies on Tissue Characterization by Texture Analysis with Co-occurrence Matrix Method Using Ultrasonography and CT Imaging," J Med Ultrasonics, Vol. 26, pp. 825-837, 1999
8. R.M.Haralick, K.Shanmugam and I.Dinstein, "Texture features for image classification", IEEE Trans. Syst., Man,Cybern, vol. SMC-3, no. 6, pp. 610-621, 1973
9. N. Asada, K. Doi, H. MacMahon, S.M. Montner, M.L. Giger, C. Abe, and Y. Wu, "Potential usefulness of an artificial neural network for differential diagnosis of interstitial lung disease: Pilot study, " Radiology, vol. 177, pp. 857-860, 1990.
10. H. Fujita, T. Katafuchi, T. Uehara and T. Nishimura, "Application of artificial neural network to computeraided diagnosis of coronary artery disease in myocardial SPECT bull's-eye images, " J. Nucl. Med., vol. 33, pp. 272-276, 1992.
11. W. Zhang, K. Doi, M.L. Giger, R.M. Nishikawa, R.A. Schmidt, "An improved shift-invariant artificial neural network for computerized detection of clustered microcalcifications in digital mammograms," Med. Phys., vol. 23, pp. 595-601, 1996.
12. K. Seki, H. Fujita, K. Hirako, T. Hara and T. Ando, "Detection of microcalcifications on mammograms using neural networks," Med. Imag. Tech., vol. 15, pp. 639-651, 1997.
13. N. Kako, X. Zhang, M. Kanematsu, et al. " Study of computer-aided diagnosis on MR imaging," Radiology, vol. 255(P), p.749 (abstract), 2002.
14. N. Kako, X. Zhang, W. Li, et al. "Artificial neural network method for differentiation of focal liver disease in MR imaging ", Radiology, vol. 255(P), p.646 (abstract), 2002.
15. D.E. Rumelhart and J.L. McClellend, "Learning representations by back-propagating errors," Nature, vol. 323, pp. 533-536, 1986.