Classification of Microcalcifications using Micro-CT

Frederik Temmermans, Bart Jansen, Inneke Willekens, Elke Van De Casteele, Rudi Deklerck, Peter Schelkens, Johan De Mey

Onderzoeksoutput: Conference paper

3 Citaten (Scopus)

Samenvatting

Microcalcifications are tiny spots of calcium deposit that often occur in female breasts. Microcalcifications are common in healthy woman, but they often are an early sign of breast cancer. On a mammogram; the current standard of care for breast screening; calcifications appear as tiny white dots. They may occur scattered throughout the breast or grouped in clusters. Radiologists determine the suspiciousness based upon several factors, including position, frequency, grouping, evolution compared to prior studies and shape. In this paper, we study micro-CT images of biopsy samples containing microcalcifications. The scanner delivers 3D images with a voxel size of 8.66µm, i.e. ca. 8 times the spatial resolution of a contemporary digital mammogram. We propose an automated binary classification method of the samples, based upon shape analysis of the microcalcifications. The study is performed on a set of 50 benign and 50 malign samples preserved in paraffin. The ground truth of the classification is based upon anapathological investigation of the paraffin blocks. The results show a sensitivity, i.e. the percentage of correctly classified malign samples, of up to 98% with a specificity of 40%.
Originele taal-2English
TitelApplications of Digital Image Processing XXXVI
Aantal pagina's11
Volume8856
StatusPublished - 2013
EvenementUnknown - San Diego, CA, United States
Duur: 26 aug 201329 aug 2013

Publicatie series

NaamProceedings of SPIE

Conference

ConferenceUnknown
LandUnited States
StadSan Diego, CA
Periode26/08/1329/08/13

Vingerafdruk

Duik in de onderzoeksthema's van 'Classification of Microcalcifications using Micro-CT'. Samen vormen ze een unieke vingerafdruk.

Citeer dit