Perception-driven IT-CADe analysis for the detection of masses in screening mammography: Initial investigation

Progress in Biomedical Optics and Imaging - Proceedings of SPIE

Volumn 7624, Issue , 2010, Pages

  Tourassi, Georgia D ^a   Mazurowski, MacIej A ^a   Krupinski, Elizabeth A ^b  

^a DUKE UNIVERSITY MEDICAL CENTER   (United States)

^b UNIVERSITY OF ARIZONA   (United States)

Author keywords

detection; human computer interaction; information theory; mammography; observer study

Indexed keywords

BUILDINGS; DECISION SUPPORT SYSTEMS; DIAGNOSIS; ERROR DETECTION; ERRORS; HOUSING; HUMAN COMPUTER INTERACTION; INFORMATION THEORY; LOCATION; MAMMOGRAPHY; MEDICAL IMAGING;

DIAGNOSTIC ERRORS; FALSE NEGATIVE ERRORS; HEAD-MOUNTED EYE TRACKING; INTERACTIVE INFORMATIONS; OBSERVER STUDIES; PRELIMINARY ANALYSIS; REGIONS OF INTEREST; SCREENING MAMMOGRAM;

COMPUTER AIDED DIAGNOSIS;

EID: 78149455129     PISSN: 16057422     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.845495     Document Type: Conference Paper

References (49)

1. http://www.nci.nih.gov/newscenter/pressreleases/CADmammographyQandA
2. Gromet, M., "Comparison of Computer-Aided Detection to Double Reading of Screening Mammograms: Review of 231,221 Mammograms," AJR 190: 854-859 (2008).
3. Gilbert, F.J., Astley, S.M., Gillan, N.G.C., et al., "Single Reading with Computer-Aided Detection for Screening Mammography," NEJM 359:1675-1684 (2008).
4. Freer, T.W., Ulissey, M.J., "Screening Mammography with Computer-Aided Detection: Prospective Study of 12,860 Patients in a Community Breast Center." Radiology 220: 781-786 (2001).
5. Gur, D., Sumkin, J.H., Rockette, H.E., et al, "Changes in Breast Cancer Detection and Mammography Recall Rates After the Introduction of a Computer-Aided Detection System," J Natl Cancer Inst 96: 185-190 (2004).
6. Birdwell, R.L., et al, "Computer-aided Detection with Screening Mammography in a University Hospital Setting," Radiol 236:451-457 (2005).
7. Cupples, T.E. et al, "Impact of Computer-Aided Detection in a Regional Screening Mammography Program," AJR 185: 944-950 (2005).
8. Morton, M.J. et al, "Screening Mammograms: Interpretation with Computer-Aided Detection-Prospective Evaluation," Radiology 239:375-383 (2006).
9. Dean, J.C., Ivento C.C., "Improved Cancer Detection using Computer-Aided Detection with Diagnostic and Screening Mammography: Prospective Study of 104 Cancers," AJR 187: 20-28 (2006).
10. Ko J.M., Nicholas M.J., Mendel J.B., Slanetz P.J., et al, "Prospective Assessment of Computer-Aided Detection in Interpretation of Screening Mammography," AJR 187:1483-1491 (2006).
11. Fenton, J.J. et al, "Influence of Computer-Aided Detection on Performance of Screening Mammography," NEJM 356:1399-1409 (2007).
12. Georgian-Smith, D, et al, "Blinded Comparison of Computer-Aided Detection with Human Second Reading in Screening Mammography," AJR 189:1135-1141 (2007).
13. Ellis, R.L., et al, "Evaluation of Computer-aided Detection Systems in the Detection of Small Invasive Breast Carcinoma," Radiology 245:88-94 (2007).
14. Taplin, S.H., et al, "Testing the Effect of Computer-Assisted Detection on Interpretive Performance in Screening Mammography," AJR 187:1475-1482 (2006).
15. Taylor, P.M., Champness, J., Given-Wilson, R.M., Potts, H.W.W., Johnston, K., "An evaluation of the impact of computer-based prompts on screen readers' interpretation of mammograms," British Journal of Radiology 77:21-27 (2004)
16. Paquerault, S., Petrick, N., Chan, H.P., Sahiner, B., Helvie, M.A., "Improvement of computerized mass detection on mammograms: Fusion of two-view information," Med Phys 29:238-247 (2002).
17. Zheng, B., Leader, J.K., Abrams, G.S., et al, "Multiview-based computer-aided detection scheme for breast masses," Med Phys 33:3135-3143 (2006).
18. Van Engeland, S., Karssemeijer, N. "Combining two mammographic projections in a computer aided mass detection method," Med Phys 34:898-905 (2007).
19. Wu, Y., Wei, J., Hadjiiski, L.M., Sahiner, B., Zhou, C., Ge, J., Shi, J., Zhang, Y., Chan, H.P., "Bilateral analysis based false-positive reduction for computer-aided mass detection," Med Phys 34:3334-44 (2007).
20. Wei J, Chan HP, Wu Y, Sahiner B, et al. "Four-view Computer-aided Detection (CAD) System for Breast Masses on Mammograms," RSNA (2008).
21. Strigini, L., Povyakalo, A.A., Alberdi, E.. "Human-machine diversity in the use of computerized advisory systems: a case study. Proceedings of DSN, International Conference on Dependable Systems and Networks," 2003:249-258 (2003).
22. Alberdi, E., Povyakalo, A.A., Strigini, L., et al, "Use of computer-aided detection (CAD) tools in screening mammography: a multidisciplinary approach," British Journal of Radiology 78:S31-S40 (2005).
23. Alberdi, E., Ayton, P., Povyakalo, A., Strigini, L., "CAD in mammography: lesion-level vs. case-level analysis of the effects of prompts on human decisions ," CARS 2008 Conference Proceedings, Barcelona, Spain, June 25-28, (2008).
24. Krupinski, E.A., "Computer-aided detection in clinical environment: benefits and challenges for radiologists. Radiology," 231:7-9 (2004).
25. Samulski, M., Hupse, A., Boetes, C., den Heeten, G., Karssemeijer, N., "Analysis of probed regions in an interactive CAD system for the detection of masses in mammograms," Proc SPIE 2763: 726314-726314-9 (2009).
26. Zheng, B., "Computer-Aided Diagnosis in Mammography Using Content-Based Image Retrieval Approaches: Current Status and Future Perspectives," Algorithms 2:828-849 (2009).
27. Nodine, C.F., Kundell, H.L., Lauver, S.C., Toto, L.C., "Nature of expertise in searching mammograms for breast masses," Acad Radiol 3:1000-1006 (1996).
28. Nodine, C.F., Mello-Thoms, C., Weinstein, S.P., Kundell, H.L., Conant, E.F., et al, "Blinded review of retrospectively visible unreported breast cancers: An eye-position analysis," Radiol 221:122-129 (2001).
29. Krupinski, E.A., Nodine, C.F., Kundell, H.L., "Enhancing recognition of lesions in radiographic images using perceptual feedback," Optical Engineering 37:813-818 (1998).
30. Krupinski, E.A., "Influence of experience on scanning strategies in mammography," Proc SPIE Med Imag 2712:95-101 (1996).
31. Mugglestone, M.D., Gale, A.G., Cowley, H.C., "Defining the perceptual processes involved with mammographic diagnostic errors," Proc SPIE Med Imag 2712:71-77 (1996).
32. Krupinski, E.A., "Visual scanning patterns of radiologists searching mammograms," Acad Radiol 3(2):137-44 (1996).
33. Mello-Thoms, C., Hardesty, L., Sumkin J, et al., "Effects of Lesion Conspicuity on Visual Search in Mammogram Reading," Acad Radiol 12(7):830-840 (2005).
34. Mello-Thoms, C., "How Does the Perception of a Lesion Influence Visual Search Strategy in Mammogram Reading," Acad Radiol 13(3): 275-288 (2006).
35. Mello-Thoms, C., Britton, C., Abrams, G., Hakim, C., et al, "Head-mounted versus Remote Eye Tracking of Radiologists Searching for Breast Cancer: A Comparison," Acad Radiol 13(2):203-209 (2006).
36. Samuel, S., Kundel, H.L., Nodine, C.F., Toto, L.C., "Mechanism of satisfaction of search: eye position recordings in the reading of chest radiographs," Radiol 194(3):895-902 (1995).
37. Manning, D.J., Ethell, S.C., Donovan, T., "Detection or decision errors Missed lung cancer from the posteroanterior chest radiograph," BJR 77: 231-235 (2004).
38. Berbaum, K.S., Franken, E.A., Jr., Dorfman, D.D., Miller, E.M., Caldwell, R.T., Kuehn, D.M., Berbaum, M.L., "Role of faulty visual search in the satisfaction of search effect in chest radiography," Acad Radiol 5(1):9-19 (1998).
39. Berbaum, K.S., Franken, E.A., Jr., Dorfman, D.D., Caldwell, R.T., Lu, C., "Can order of report prevent satisfaction of search in abdominal contrast studies," Acad Radiol 12(1):74-84 (2006).
40. Berbaum, K.S., Franken, E.A., Jr., Caldwell, R.T., Schartz, K., "Can a Checklist Reduce SOS Errors in Chest Radiography," Acad Radiol 13(3):296-304 (2006).
41. Krupinski, E.A., Nishikawa, R., "Comparison of eye position versus computer identified microcalcification clusters on mammograms," Med Phys 24(1):17-23 (1997).
42. Kundel, H.L., Nodine, C.F., Krupinski, E.A., "Computer-displayed eye-position as a visual aid to pulmonary nodule interpretation," Investigative Radiology 25:890-896 (1990).
43. Heath, M., Bowyer, K., Kopans, D., et al, "Current Status of the Digital Database for Screening Mammography," in Digital Mammography, Kluwer Academic Publishers (1998).
44. Kundel, H.L., LaFolette, P.S., "Visual search patterns and experience with radiological images," Radiology 103:523-528 (1972).
45. Mackworth, N.H., "Stimulus density limits the useful field of view," In R.A. Monty & J.W. Senders (Eds.), Eye movements and psychological processes (pp. 307-322). Hillsdale, NJ: Erlbaum ((1976).
46. Tourassi, G.D., Harrawood, B., Singh, S., Lo, J.Y., Floyd, C.E., "Evaluation of information-theoretic similarity measures for content-based retrieval and detection of masses in mammograms," Medical Physics 34: 140-150 (2007).
47. Tourassi, G.D., Harrawood, B., Singh, S., Lo, J.Y., "Information-Theoretic CAD System in Mammography: Entropy-Based Indexing for Computational Efficiency and Robust Performance," Medical Physics 34(8): 3193-3204 (2007).
48. Mazurowski, M.A., Zurada, J., Tourassi, G.D., "Selection of Examples in Case-Based CAD Systems," Physics in Medicine and Biology 53:6079-6096 (2008).
49. Cover, T.M., Thomas, J.A., Elements of Information Theory, John Wiley & Sons, New York (1991).