Abstract
We present an integrated system for the automatic analysis of MRI-breast images towards the early detection of breast cancer. The system operates on taken images using the method of dynamic contrast-enhanced MRI. Suspicious breast lesions are automatically marked with colours, thus directing the physician’s attention towards the critical regions. The medical support system is based on image-matching algorithms using self organizing maps (SOM) and Monte Carlo methods, which enables the system to work properly even with image sequences that are strongly deformed by the patients breathing movements. The system is tested on real patient data and is now being refined in cooperation with Dr. Buddenbrock, Dr Blasinger, Dr. Benz hospital for Radiology and Nuclear Medicine, Mainz.
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References
Heywang-Köbrunner, Sylvia: Contrast-Enhanced MRI of the Breast. Kärger/ Schering, Basel, 1990.
Kaiser, Werner, Diedrich, Reiser, Krebs: Moderne Diagnostik der Mamma. Geburts-u. Frauenheilkunde, 1993.
Makabe M., Glomitza G., Mayer A., Meinzer H.P., Lederer W.,Schneider S., Wrazidlo W.: Interpretation Support of Contrast-Enhanced MR-Mammography by Image Processing, CAR 1995.
Huwer S., v. Wangenheim A.: MAMMALYZER: An Approach for Automatic Detection of Breast Cancer by Analyzing Contrast-Enhanced MRI-Mammographs. AIM-96— Symposium on Artificial Intelligence in Medicine, Stanford, 1996.
v. Wangenheim A.: Cyclops: Ein Konfigurationsansatz zur Integration hybrider Systeme am Beispiel der Bildauswertung. Diss., Universität Kaiserslautern, 1996.
Kelcz F., Giles E., Santry, Cron G., Mongin S.: Application of a Quantitative Model to Differentiate Benign from Malignant Breast Lesions Detected by Dynamic, Gd-enhanced MRI. JMRI September/October 1996.
Huwer S., Rahmel J., v.Wangenheim A.: Data-Driven Registration for Local Deformations. Pattern Recognition Letters. North-Holland, 1995.
Comes R.: Konzeption und Implementierung einer bildauswertungsorientierten Konfigurationswissensbasis. Diplomarbeit, Universität Kaiserslautern, 1997.
Haralick, Robert M., Shapiro L.: Computer and Robot Vision II, Addison Wesley, 1993.
Goshtasby A., Turner D., Ackerman L.: Matching of tomographic slices for interpolation. IEEE Transact, on Med. Imag. Vol. 11, 1992.
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© 1998 Springer-Verlag Berlin Heidelberg
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Krechel, D., Hess, F., Comes, R., Wangenheim, A.V., Blasinger, K. (1998). Mammalyzer II A Decision Support System for Early Detection of Breast Cancer in Contrast-Enhanced MRI. In: Lehmann, T., Metzler, V., Spitzer, K., Tolxdorff, T. (eds) Bildverarbeitung für die Medizin 1998. Informatik aktuell. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-58775-7_43
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DOI: https://doi.org/10.1007/978-3-642-58775-7_43
Publisher Name: Springer, Berlin, Heidelberg
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