An Automated System for Classification of Radiographs of the Breast.

The article discusses the basic principles of design and testing of an automated system for classification of radiographs of the breast. The principle of operation of the automated system is based on the segmentation of radiographs into rectangular areas with their subsequent deformation according t...

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Detalles Bibliográficos
Publicado en:Biomedical Engineering Vol. 53; no. 6; pp. 425 - 429
Autores principales: Dabagov, A. R., Gorbunov, V. A., Filist, S. A., Malyutina, I. A., Kondrashov, D. S.
Formato: diagnostic images tables/charts Journal Article
Publicado: Springer Nature Mar2020
Acceso en línea:Ver este registro en EBSCOhost
Descripción
Sumario:The article discusses the basic principles of design and testing of an automated system for classification of radiographs of the breast. The principle of operation of the automated system is based on the segmentation of radiographs into rectangular areas with their subsequent deformation according to threshold-type criteria of homogeneity. Classification of the selected segments is carried out by neural network classifiers operating in the space of information-bearing features that is built using multi-method algorithms. The software is implemented in MATLAB 2018b. The quality of classification using the developed software was tested on control samples.