Using deep learning to assess the function of gastroesophageal flap valve according to the Hill classification system.

Zhenyang GeYoujiang FangJiuyang ChangZequn YuYu QiaoJing ZhangXin YangZhijun Duan

Published in: Annals of medicine (2023)

The DL model combined with the attention mechanism module in this paper demonstrated outstanding classification performance based on the Hill grading and has great potential for improving the accuracy of the Hill classification by endoscopists.

Keyphrases

deep learning
machine learning
artificial intelligence
convolutional neural network
aortic valve
mitral valve
working memory
heart failure
soft tissue
aortic stenosis
breast reconstruction
climate change