Fully automated pipeline for measurement of the thoracic aorta using joint segmentation and localization neural network.

Sudeep Katakol Timothy J BakerZhangxing BianYanglong LuGreg SpahlingerCharles R Hatt Nicholas S Burris

Published in: Journal of medical imaging (Bellingham, Wash.) (2023)

Fully automated aortic diameter measurements in TAA are feasible using a CNN-based algorithm. Automated measurements demonstrated low errors that are comparable in magnitude to those with manual raters; however, measurement error was highest in the aortic root and arch.

Keyphrases

deep learning
neural network
machine learning
convolutional neural network
aortic valve
aortic dissection
pulmonary artery
high throughput
left ventricular
coronary artery
pulmonary hypertension
patient safety
heart failure
single cell
spinal cord injury
atrial fibrillation
drug induced