metadata
language:
- en
pipeline_tag: image-segmentation
tags:
- unet
- left-ventricle
- mri-segmentation
- cardiac
- mri
Left Ventricular Ejection Fraction Calculation via MRI Segmentation
The repository contains weights for the pretrained model which can segment the left ventricle of the heart from mri scans. It has then been used to calculate the Ejection Fraction(EF), from the frames with systolic and diastolic volume of the left ventricle.
Dataset:
Automated Cardiac Diagnosis Challenge (ACDC)
https://www.kaggle.com/datasets/ipythonx/automated-cardiac-diagnosis
Models:
ef_model.pth : lv segmentation model
Framework:
PyTorch
Github repository:
https://github.com/yashaswi1306/Medical_Imaging_Projects/tree/main/ejection_fraction_cardiac_mri