Frontiers

BI-RADS application for breast cancer screening in primary healthcare settings: assessing protocol adherence and diagnostic validity

1 Department of Radiology, Affiliated Cancer Hospital of Zhengzhou University & Henan Cancer Hospital, Zhengzhou, China 2 Department of Cancer Epidemiology, Affiliated Cancer Hospital of Zhengzhou ...
IEEE

Improving BI-RADS Mammographic Classification With Self-Supervised Vision Transformers and Cascade Learning

Abstract: Accurate and early breast cancer detection is critical for improving patient outcomes. In this study, we propose PatchCascade-ViT, a novel self-supervised Vision Transformer (ViT) framework ...
IEEE

Advanced BI-RADS Classification for Mammographic DICOM Data Using Transformers Architecture for Cancer Detection

Abstract: Breast cancer remains one of the most prevalent cancers among women worldwide, underscoring the critical need for early and accurate detection methods. The Breast Imaging Reporting and Data ...
GitHub

EEE385L_Project_BI-RADS-Classification

This project implements deep learning models to classify mammogram images into BI-RADS categories using the King Abdulaziz University Medical Dataset (KAUMDS). We explore both custom and pretrained ...
Frontiers

Reducing unnecessary biopsies of BI-RADS 4 lesions based on a deep learning model for mammography

Objective: In this study, we aimed to explore the diagnostic value of a deep learning (DL) model based on mammography for Breast Imaging Reporting and Data System (BI-RADS) 4 lesions and to reduce ...
Europe PMC

A New Computer-Aided Diagnosis System with Modified Genetic Feature Selection for BI-RADS Classification of Breast Masses in Mammograms.

Mammography remains the most prevalent imaging tool for early breast cancer screening. The language used to describe abnormalities in mammographic reports is based on the Breast Imaging Reporting and ...
Europe PMC

Mammography BI RADS Grading

The BI-RADS mammographic classification system begins with the indication for the study. The patient history is included in this section. The mammographer must also describe whether the study is a ...