Title :
Intelligent advisory system for screening mammography
Author :
Horváth, Gábor ; Valyon, József ; Strausz, György ; Pataki, Béla ; Sragner, László ; Lasztovicza, László ; Székely, Nóra
Author_Institution :
Dept. of Meas. & Inf. Syst., Budapest Univ. of Technol. & Econ., Hungary
Abstract :
The paper presents the first results of a Computer Aided Diagnosis (CAD) system development project for automatic detection of breast cancer. The primary aim of the R&D project is to develop an intelligent advisory system for analyzing mammographic images, and to help radiologists in making diagnosis. One of these results is the set-up of an image library of 10,000 digitalized and qualified mammograms. This work has been started and that will support research and education both in the field of medical sciences and in medical engineering. It is also important that in the frame of the project a prototype of a mammography workstation will be developed and tested. Research tasks are already in an advanced state, algorithms has been developed and tested for microcalcification detection using hierarchical neural nets, and also for lesion characterization using hybrid methods and texture analyses. Current results on a moderate size database are encouraging and we can expect further advances from the utilization of the large image database.
Keywords :
cancer; image classification; image enhancement; image texture; mammography; medical expert systems; medical image processing; multilayer perceptrons; visual databases; DICOM interface; automatic detection; breast cancer; computer aided diagnosis; hierarchical neural nets; hybrid methods; image classification; image enhancement; image library; intelligent advisory system; large image database; lesion characterization; mammographic images; mammography workstation; microcalcification detection; screening mammography; segmentation; texture analyses; Biomedical imaging; Breast cancer; Cancer detection; Image analysis; Image databases; Intelligent systems; Mammography; Medical diagnostic imaging; Research and development; Testing;
Conference_Titel :
Instrumentation and Measurement Technology Conference, 2004. IMTC 04. Proceedings of the 21st IEEE
Print_ISBN :
0-7803-8248-X
DOI :
10.1109/IMTC.2004.1351497