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Ching-Hui Sia

2 papers indexed

arxivcs.CV2026-07-02

Personalized 4D Whole-Heart Mesh Reconstruction from Cine MRI via Multi-Scale Temporal Modeling and Differentiable Contour Rendering

Xiaoyue Liu, Dongcheng Cang, Xiaohan Yuan, Mark YY Chan, Ching-Hui Sia, Lei Li

Accurate 4D whole-heart mesh reconstruction from sparse cine MRI is critical for creating cardiac digital twins, but remains challenging due to limited 2D slice coverage and the complex coupling between cardiac shape and motion. Existing methods often rely on intermediate contour…

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crossrefAI, Computer Science and Robotics Technology2026-07-02

Autoencoder-Based Deep Learning for Predicting Left Ventricular Thrombus in Stroke Patients

Carol Anne Hargreaves, Yao Neng Teo, Yao Hao Teo, Fang Qin Goh, Yi Xin Cheng, Ching-Hui Sia, et al.

Left ventricular thrombus (LVT) is a serious complication of myocardial infarction (MI) and a major source of cardioembolism leading to acute ischemic stroke. Early and reliable identification of LVT patients at high risk of stroke remains clinically challenging, particularly in…

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