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Open access Jul 2026

Patient-specific unsupervised neural reconstruction of cardiac blood flow from 4D flow MRI

SMURF (Scalable Method for Unsupervised Reconstruction of Flow), a label-free framework that infers probabilistic geometry and velocity as implicit neural fields from magnitude and phase data through a measurement model, reduces reliance on expert-drawn segmentations and produces time-resolved segmentations and reconst...

Atharva Hans, Abhishek Singh, Y. Loke et al. · 0 citations
Open access Jul 2026

High Resolution Isotropic 'Pseudo' 3D Cine imaging with Automated Segmentation using Concatenated 2D Real-time Imaging and Deep Learning.

The potential of creating a pseudo 3D-cine data from concatenated 2D real-time cine images using a series of DL models is demonstrated, which has short acquisition and reconstruction times with fully segmented data being available in less than one minute.

Mark Wrobel, T. Yao, Ruaraidh Campbell et al. · 0 citations

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