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Mingxing Xie

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Open access Aug 2026

Dual-flow convolutional neural network for automatic measurement of left ventricular ejection fraction and global longitudinal strain in echocardiography

Echo-DFCNN achieves simultaneous and precise assessment of LVEF and GLS in the study cohorts, demonstrating its potential for robust performance across a wide range of cardiac functions, different image qualities, and machine types.

Zisang Zhang, Ye Zhu, Shujun Chen et al. · 0 citations
Review Jul 2026

Artificial Intelligence in Echocardiography for Valvular Heart Disease.

How AI can surpass the limitations of traditional imaging indicators by leveraging unsupervised clustering to unearth potential high-risk phenotypes and integrating multimodal data to predict adverse outcomes is explored.

Xianyu Ke, Ruize Zhang, Jiawei Shi et al. · 0 citations