Radiomics-Based Quality Control System for Automatic Cardiac Segmentation: A Feasibility Study.

ABSTRACT:

Purpose

In the past decade, there has been a rapid increase in the development of automatic cardiac segmentation methods. However, the automatic quality control (QC) of these segmentation methods has received less attention. This study aims to address this gap by developing an automatic pipeline that incorporates DL-based cardiac segmentation and radiomics-based quality control.

Methods

In the DL-based localization and segmentation part, the entire heart was first located and cropped. Then, the cropped images were further utilized for the segmentation of the right ventricle cavity (RVC), myocardium (MYO), and left ventricle cavity (LVC). As for the radiomics-based QC part, a training radiomics dataset was created with segmentation tasks of various quality. This dataset was u

SUBMITTER: Liu Q 

PROVIDER: S-EPMC10376472 | biostudies-literature | 2023 Jul

REPOSITORIES: biostudies-literature