Error investigation of models for improved detection of masses in screening mammography

Proceedings of the Fifth IEEE International Symposium on Signal Processing and Information Technology

Volumn 2005, Issue , 2005, Pages 794-799

  Eltonsy, Nevine ^a   Essock Burns, Emma ^b   Tourrasi, Georgia ^c   Elmaghraby, Adel ^a  

^a University of Louisville   (United States)

^b JOHNS HOPKINS UNIVERSITY   (United States)

^c DUKE UNIVERSITY MEDICAL CENTER   (United States)

Author keywords

Computer assisted detection; Linear discriminant analysis; Mass detection; Non linear models; ROC

Indexed keywords

COMPUTER ASSISTED DETECTION; LINEAR DISCRIMINANT ANALYSIS; LOGISTIC REGRESSION; MASS DETECTION; NON-LINEAR MODELS; RECEIVER OPERATOR CHARACTERISTICS (ROC);

ALGORITHMS; COMPUTER AIDED DIAGNOSIS; ERROR ANALYSIS; MATHEMATICAL MODELS; NEURAL NETWORKS; REGRESSION ANALYSIS;

MAMMOGRAPHY;

EID: 33748955639     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISSPIT.2005.1577200     Document Type: Conference Paper

References (35)

1. S. Ciatto, MR. Det Turco, P Burke, C. Visioli, E. Paci, M. Zappa, "Comparison of standard and double reading and computer-aided detection (CAD) of internal cancers at prior negative screening mammograms: Blind review." British Journal Of Cancer 89(9): 1645-1649 (Nov. 2003).
2. L. Irwig, N. Houssami, C. Van Viliet, "New Technologies in screening for breast cancer: A systematic review of their accuracy." British Journal Of Cancer 90(11):2118-2122 (Jun. 2004).
3. SA. Feig, EA. Sickles, WP. Evans, MN Linver, "Changes in breast cancer detection and mammography recall rates after the introduction of a computer-aided detection system." Journal Of The National Cancer Institute 96(16):1260-1262 (Aug. 2004).
4. W. A. Berg, C. Campassi, P. Langenberg, M. J. Sexton, "Breast imaging reporting and data system: Inter-and intraobserver variability in feature analysis and final assessment," AJR Am Roentgenol 174, 1769-1777 (2000).
5. TW. Freer, MJ. Ulissey, "Screening mammography with computer-aided detection: prospective study of 12,860 patients in a community breast cancer". Radiology 2001; 220:781-786.
6. MA. Helvie, L. Hadjiiski, E. Makariou, et al., "Sensitivity of noncommercial computer-aided detection system for mammographic breast cancer detection pilot clinical trial," Radiol 231: 208-214 (2004).
7. K. Hukkinen, M. Pamilo, "Does computer-aided detection assist in the early detection of breast cancer?" ACTA RADIOLOGICA 46(2):135-139 (Apr. 2005).
8. C. leyguier, K. Kinkel, J. Fermanian, S. Malan, G. Djen, P. Taourel, O. Helenon, "Computer-aided detection (CAD) in mammography: Does it help the junior or the senior radiologist?" European J of Radiology, 54(1):90-96 (Apr., 2005).
9. C. Balleyguier, B. Boyer, A. Athanasiou, D. Vanel, R. Sigal, "Understanding CAD in mammography." Journal De Radiologie 86(1):29-35 (Jan. 2005).
10. D. Our, H. Sumkin, HE. Rockette, M. Ganott, C. Hakim, LA. Hardesty, TSWR. Poller, R. Sheh, L Wallace, "changes in breast cancer detection and mammography recall rates after the introduction of a computer-aided detection system," J National Cancer Institute 96(3): 185-190(2004).
11. P. M. Taylor, J. Champness, R. M. Given-Wilson, HWW. Potts, K. Johnston, "An evaluation of the impact of computer-based prompts on screen readers' interpretation of mammograms," Brit J Radiol 77:21-27 (2004).
12. B. Zheng, M. A. Ganott, C. A. Britton, C. M. Hakim, LA. Hardesty, TS. Chan, HE. Rockette, D. Our, "Soft-copy mammographic readings with different computer-assissted detection cuing environments: Preliminary findings," Radiol 221, 633-640 (2001).
13. D. Our, J. S. Stalder, LA. Hardesty, B. Zheng, JH. Sumkin, DM. Chough, BE. Shindel, HE. Rockette, "Computer-aided detection performance in mammographic examination of masses: Assessment." Radiology 233(2):418-423 Nov. 2004).
14. U. Aichinger, R. Schulz-Wendtland, W. Bautz, "The rank of CAD systems." Radiologe 42(4):270-274 (Apr. 2002).
15. M. Funovics, S. Schamp, TH. Helbich, B. Lackner, P. Wunderbaldinger, M. Fuchsjager, G. Lechner, G. Wolf, "Evaluation of computer-assissted diagnosis system for carcinoma of the breast." ROFO-FORTSCHRITTE AUF DEM GEBIET DER RONTGENSTRAHLEN UND DER BILDGEBENDEN VERFAHREN:173(3):218-223, (Mar. 2001).
16. C. A. Beam, E. F. Conant, E. A. Sickles, "Factors affecting radiologist inconsistency in screening mammography". Acad Radiol 9, 531-540 (2002).
17. R. E. Bird, T. W. Wallace, B. C. Yankaskas, "Analysis of cancers missed at screening mammography". Radiology 184, 613-617 (1992).
18. L. Tabar, C. Fagerberg, A. Gad, et al, "Reduction in mortality from breast cancer after mass screening with mammography". Lancet 1, 829-832 (1985).
19. R. L. Birdwell, D. M. Ikeda, K. F. O'Shaughnessy,E. A. Sickles, "Mammographie characteristics of 115 missed cancers later detected with screening mammography and the potential utility of computer-aided detection". Radiol 219, 192-202 (2001).
20. B. C. Yankaskas, M. J. Schell, R. E. Bird, D. A. Desrochers, "Reassessment of breast cancers missed during routine screening mammography: A community-based study". AJR 177, 535-541 (2001).
21. L. J. W. Burhenne, S. A. Wood,C. J. D'Orsi, S. A. Feig, D. B. Kopans, et al, "Potential contribution of computer-aided detection to the sensitivity of screening mammography". Radiol 215, 554-562 (2000).
22. C. J. D'Orsi, "Computer-aided detection: There is no free lunch". Radiol 221, 585-586 (2001).
23. W. Qian, L. H. Li, L. P. Clarke, "Image feature extraction for mass detection in digital mammography: Influence of wavelet analysis". Med Phys 26, 402-408 (1999).
24. Michael H. Torosian, MD, Breast Cancer: A Guide to Detection and Multidisciplinary Therapy, HUMANA Press, 2002.
25. T. Ichikawa, T. Matsubara,T. Hara, H. Fujita, T. Endo, T. Iwase, "Automated Detection Method for Architectural Distortion Areas on Mammograms Based on Morphological Processing and Surface Analysis". SPIE, Bellingham, WA, 2004.
26. J. C. Russ, The Image Processing Handbook. Boca Raton, FL: CRC, 1992.
27. Mathew A. Kupinski, Maryellen L. Giger, "Automated Seeded Lesion Segmentation on Digital Mammograms". IEEE Transaction on Medical Imaging, Vol. 17, No. 4, August 1998.
28. Nicholas Petrick, Heang-Ping Chan, Berkmann Sahiner, and Datong Wei, "An Adaptive-Weighted Contrast Enhancement Filter for Mammographic Breast Mass Detection". IEEE Transaction on Medical Imaging, Vol. 15, No. 1, February, 1996.
29. T. Matsumoto, H. Yoshimura, K. Doi, M. L. Giger, A. Kano, H. MacMahon, K. Abe, and S. M. Montner, "Image feature analysis of false-positive diagnoses produced by automated detection of lung nodules". Investigat. Radiol., Vol. 27, pp. 587-597, 1992.
30. Shih-Chung B. Lo, Huai Li, Yue Wang, Lisa Kinnard, and Mathew T. Freedman, "A Multiple Circular Path Convolution Neural Network System For Detection of Mammographic Masses". IEEE Transaction on Medical Imaging, Vol. 21, No. 2 February 2002.
31. Yuji Halanaka, Takeshi Hara, Hiroshi Fujita, Satoshi Kasai, Tokiko Endo, and Takuji Iwase, "Development of an automated Method for Detecting Mammographic Masses With a Partial Loss of Region". IEEE Transaction of Medical Imaging, Vol. 20, No. 12, December 2001.
32. H. Bornsfolk, "Use of Phase and Certainty Information in Automatic Detection of Stellate Patterns in Mammograms". Proceeding of SPIE vol. 5370, SPIE, Bellingham, WA, 2004.
33. N. Eltonsy, O. Tourassi, E. Rickard, A. Elmaghraby, "Morphological Concentric Layer Analysis for Automated Detection of Suspecious Masses in Screening Mammograms". EMBS, CA, 2004.
34. M. Heath, K. Bowyer, D. Kopans, et al., "Current Status of the Digital Database for Screening Mammography". in Digital Mammography, Kluwer Academic Publishers (1998).
35. A. H. Baydush, D. M. Catarious, C. K. Abbey, C. E. Floyd, "Computer aided detection of masses in mammography using subregion Hotelling observers." M. Physics vol. 30 (2003).