Position Classification of the Endotracheal Tube with Automatic Segmentation of the Trachea and the Tube on Plain Chest Radiography Using Deep Convolutional Neural Network.

Heui Chul JungChangjin Kim Jaehoon Oh Tae Hyun KimBeomgyu KimJuncheol LeeJae Ho ChungHayoung ByunMyeong Seong YoonDong Keon Lee

Published in: Journal of personalized medicine (2022)

Automatic segmentation of the ETT and trachea images and classification of the ETT position using deep CNN with plain chest radiographs could achieve good performance and improve the physician's performance in deciding the appropriateness of ETT depth.

Keyphrases

deep learning
convolutional neural network
machine learning
emergency department
primary care
neural network