Pulmonary Lobe Segmentation
About
Creators:
Contact email:
Version:
c0722dad-3036-454e-89ad-7f18cec46cae
Last updated:
Sept. 21, 2022, 9:54 a.m.
Associated publication:
Inputs:
- CT Image (Any CT image)
Outputs:
- Results JSON File (A collection of results of unknown type. Legacy, if possible please use alternative interfaces.)
- Pulmonary Lobes (Segmentation of the pulmonary lobes where 0 - background, 1 - left upper lobe, 2 - left lower lobe, 3 - right upper lobe, 4 - right lower lobe, and 5 - right middle lobe)
- Pulmonary Lobes Screenshot (Screenshot of a Pulmonary Lobe Segmentation)
Model Facts
Summary
Automatic segmenting of pulmonary lobes from a given chest CT scan using a contextual two-stage U-Net architecture, validated on COPD and COVID-19 scans.
Mechanism
The paper is available on https://arxiv.org/abs/2004.07443 and in the COVID-19 special issue of IEEE Transactions on Medical Imaging.
Validation and Performance
Left empty by the Algorithm Editors
Uses and Directions
This algorithm was developed for research purposes only.
Warnings
Left empty by the Algorithm Editors
Common Error Messages
Left empty by the Algorithm Editors
Information on this algorithm has been provided by the Algorithm Editors, following the Model Facts labels guidelines from Sendak, M.P., Gao, M., Brajer, N. et al. Presenting machine learning model information to clinical end users with model facts labels. npj Digit. Med. 3, 41 (2020). 10.1038/s41746-020-0253-3