Malignant and benign breast tissue classification performance using a scatterer structure preclassifier

IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control

Volumn 50, Issue 6, 2003, Pages 724-729

  Donohue, Kevin D ^a   Huang, Lexun ^a   Georgiou, Georgia ^b   Cohen, Fernand S ^b   Piccoli, Catherine W ^c   Forsberg, Flemming ^c  

^a UNIVERSITY OF KENTUCKY   (United States)

^b Drexel University   (United States)

^c THOMAS JEFFERSON UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DATABASE SYSTEMS; STATISTICAL METHODS; TISSUE;

BREAST TISSUE;

ULTRASONICS;

ALGORITHM; BREAST TUMOR; CLASSIFICATION; COMPUTER ASSISTED DIAGNOSIS; ECHOGRAPHY; ECHOMAMMOGRAPHY; EVALUATION; HUMAN; LETTER; METHODOLOGY; PATHOLOGY; PREDICTION AND FORECASTING; QUALITY CONTROL; RADIATION SCATTERING; REPRODUCIBILITY; ROC CURVE; VALIDATION STUDY;

ALGORITHMS; BREAST NEOPLASMS; HUMANS; IMAGE INTERPRETATION, COMPUTER-ASSISTED; PREDICTIVE VALUE OF TESTS; QUALITY CONTROL; REPRODUCIBILITY OF RESULTS; ROC CURVE; SCATTERING, RADIATION; ULTRASONOGRAPHY, MAMMARY;

EID: 0038720478     PISSN: 08853010     EISSN: None     Source Type: Journal    
DOI: 10.1109/TUFFC.2003.1209562     Document Type: Review

References (16)

1. F. L. Lizzi, M. Ostromogilsky, E. J. Feleppa, M. C. Rorke, and M. M. Yaremko, "Relationship of ultrasonic spectral parameters to features of tissue microstructure," IEEE Trans. Ultrason., Ferroelect., Freq. Contr., vol. 34, pp. 319-328, 1987.
2. K. Wear, R. Wagner, M. Insana, and T. Hall, "Application of autoregressive spectral analysis to cepstral estimation of mean scatterer spacing," IEEE Trans. Ultrason., Ferroelect., Freq. Contr., vol. 40, pp. 50-58, 1993.
3. F. L. Lizzi, M. Astor, E. J. Feleppa, M. Shao, and A. Kalisz, "Statistical framework for ultrasonic spectral parameter imaging," Ultrasound Med. Biol, vol. 23, no. 9, pp. 1371-1382, 1997.
4. F. S. Cohen, G. Georgiou, and E. Halpern, "WOLD decomposition of the backscatter echo in ultrasound images of soft tissue organs," IEEE Trans. Ultrason., Ferroelect., Freq. Contr., vol. 44, pp. 460-472, 1997.
5. K. D. Donohue, F. Forsberg, C. W. Piccoli, and B. B. Goldberg, "Analysis and classification of tissue with scatterer structure templates," IEEE Trans. Ultrason., Ferroelect., Freq. Contr., vol. 46, pp. 300-310, 1999.
6. L. Huang, K. D. Donohue, V. Genis, and F. Forsberg, "Duct detection and wall spacing estimation in breast tissue," Ultrason. Imag., vol. 22, pp. 137-152, 2000.
7. G. Georgiou, F. S. Cohen, C. W. Piccoli, F. Forsberg, and B. B. Goldberg, "Tissue characterization using the continuous wavelet transform. Part II: Application on breast RF data," IEEE Trans. Ultrason., Ferroelect., Freq. Contr., vol. 48, no. 2, pp. 364-373, 2001.
8. P. M. Shankar, V. A. Dumane, J. M. Reid, V. Genis, F. Forsberg, C. W. Piccoli, and B. B. Goldberg, "Classification of ultrasonic B-mode images of breast masses using Nakagami distribution," IEEE Trans. Ultrason., Ferroelect., Freq. Contr., vol. 48, pp. 569-580, 2001.
9. K. D. Donohue, L. Huang, T. Burks, F. Forsberg, and C. W. Piccoli, "Tissue classification with generalized spectrum," Ultrasound Med. Biol., vol. 27, no. 11, pp. 1505-1514, 2001.
10. N. L. Gerr and J. C. Allen, "The generalized spectrum and spectral coherence of a harmonizable time series," Digital Signal Processing, vol. 4, pp. 222-238, 1994.
11. G. Georgiou and F. S. Cohen, "Tissue characterization using the continuous wavelet transform. Part I: Decomposition method," IEEE Trans. Ultrason., Ferroelect., Freq. Contr., vol. 48, no. 2, pp. 355-363, 2001.
12. G. Georgiou and F. S. Cohen, "Statistical characterization of diffuse scattering in ultrasound images," IEEE Trans. Ultrason., Ferroelect., Freq. Contr., vol. 45, pp. 57-64, 1993.
13. K. Fukunaga, Introduction to Statistical Pattern Recognition. New York: Academic, 1990.
14. E. Gose, R. Johnsonbaugh, and S. Jost, Pattern Recognition and Image Analysis. Englewood Cliffs, NJ: Prentice-Hall, 1996.
15. C. E. Metz, "ROC methodology in radiological imaging," Invest. Radiol, vol. 21, pp. 720-733, 1986.
16. _, "Some practical issues of experimental design and data analysis in radiological ROC studies," Invest. Radial, vol. 24, pp. 234-245, 1989.