Author

Rui Li

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Open access Jul 2026

Automated whole-heart volumetrics and haemodynamics from 4D flow CMR magnitude images: development and validation of a deep learning model

4D flow magnitude imaging provides accurate volumetrics and deep learning automation of this process is feasible, allowing for rapid, comprehensive assessment of cardiac structure, function, and advanced energetics.

Alexander Gall, C. Grafton-Clarke, Rui Li et al. · European heart journal. Imag... · 0 citations