4D foetal cardiac ultrasound image detection based on deep learning with weakly supervised localisation for rapid diagnosis of evolving hypoplastic left heart syndrome

4D foetal cardiac ultrasound image detection based on deep learning with weakly supervised localisation for rapid diagnosis of evolving hypoplastic left heart syndrome

Abstract Hypoplastic left heart syndrome (HLHS) is a rare, complex, and incredibly foetal congenital heart disease. To decrease neonatal mortality, evolving HLHS (eHLHS) in pregnant women should be critically diagnosed as soon as possible. However, diagnosis is currently heavily dependent on skilled...

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Bibliographic Details
Main Authors: Gang Wang, Weisheng Li, Mingliang Zhou, Haobo Zhu, Guang Yang, Choon Hwai Yap
Format: Article
Language:English
Published: Wiley 2024-12-01
Series:CAAI Transactions on Intelligence Technology
Subjects:
4D
deep learning
fetal cardiac ultrasound
hypoplastic left heart syndrome
weakly‐supervised learning
Online Access:https://doi.org/10.1049/cit2.12354
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