Detecting Breast Arterial Calcifications in Mammograms with Transfer Learning

نویسندگان

چکیده

Cardiovascular diseases, which include all heart and circulatory are among the major death-causing diseases in women. not subject to screening programs, early detection can reduce their mortal effect. Recent studies have shown a strong association between severe Breast Arterial Calcifications cardiovascular diseases. The aim of this study is use programs for breast cancer detect high severity BACs therefore obtain indirect information about coronary Previous attempts literature on from digital mammograms still need improvements be used as standalone technique. In study, dataset with divided into 4 grades severity, aims improve classification through transfer learning approach overcome large training. performances achieved by using pre-trained models four reached an accuracy 94% during testing. Therefore, it possible benefit advantage Deep Learning define rapid marker along Brest Cancer programs.

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ژورنال

عنوان ژورنال: Electronics

سال: 2023

ISSN: ['2079-9292']

DOI: https://doi.org/10.3390/electronics12010231