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Federated learning for prenatal detection of interrupted aortic arch using fetal ultrasound imaging | Synapse
March 3, 2026
Federated learning for prenatal detection of interrupted aortic arch using fetal ultrasound imaging
JH
Jiancheng Han
HW
Heqing Wang
YF
Yifan Feng
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Key Points
Enhanced prenatal detection of interrupted aortic arch using federated learning methods.
Detection accuracy improved significantly, achieving up to 85% accuracy based on ultrasound imaging analysis.
Implementation utilized federated learning across multiple clinical sites without sharing sensitive data.
Supports collaborative approaches to enhance machine learning applications in prenatal diagnostics.
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Han et al. (Fri,) studied this question.
synapsesocial.com/papers/69a767c2badf0bb9e87e2330
https://doi.org/https://doi.org/10.1016/j.bspc.2026.109795