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Computer Aided Detection and Diagnosis System for Breast Cancer Detection Based on High Resolution 3D micro-CT Breast Microcalcifications

Authors: R. Brahimetaj, E. Papavasileiou, F. Temmermans, B. Cornelis, I. Willekens, J. De Mey and B. Jansen

Publication Year: 2019


Abstract:

In this study we propose a Computer Aided Detection and Diagnosis System to detect breast cancer based on characteristics of individual microcalcifications (main indicators of an early breast cancer) by scanning breast tissue with micro-CT, a high resolution 3D imaging modality. By integrating supervised machine learning techniques with feature extraction and feature selection methods, we are able to classify MCs as benign or malignant with 75.88% accuracy, 62.13% sensitivity and 86.39% specificity, outperforming the state of the art.

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Miss Redona Brahimetaj

+32 (0)2 629 2930

rbrahime@etrovub.be

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Dr. Ir. Evgenia Papavasileiou

+32 (0)02 629 168

epapavas@etrovub.be

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Dr. Frederik Temmermans

+32 (0)02 629 106

ftemmerm@etrovub.be

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Dr. Ir. Bruno Cornelis

+32 (0)02 629 167

bcorneli@etrovub.be

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Prof. Dr. Bart Jansen

+32 (0)02 629 103

bjansen@etrovub.be

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