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

Gall A, Grafton-Clarke C, Li R, Mehmood Z, Kasmai B, Hughes M, Swoboda PP, van der Geest RJ, Vassiliou V, Matthews G, Garg P

Open source

DOI
10.1093/ehjimp/qyag125
Published
2026 Aug
Container
European heart journal. Imaging methods and practice
Publisher
Not recorded
Open access
yes

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BibTeX

@article{allodium:10.1093/ehjimp/qyag125,
  title = {Automated whole-heart volumetrics and haemodynamics from 4D flow CMR magnitude images: development and validation of a deep learning model.},
  author = {Gall A and Grafton-Clarke C and Li R and Mehmood Z and Kasmai B and Hughes M and Swoboda PP and van der Geest RJ and Vassiliou V and Matthews G and Garg P},
  year = {2026},
  journal = {European heart journal. Imaging methods and practice},
  doi = {10.1093/ehjimp/qyag125},
  url = {https://doi.org/10.1093/ehjimp/qyag125}
}

RIS

TY  - JOUR
TI  - Automated whole-heart volumetrics and haemodynamics from 4D flow CMR magnitude images: development and validation of a deep learning model.
AU  - Gall A
AU  - Grafton-Clarke C
AU  - Li R
AU  - Mehmood Z
AU  - Kasmai B
AU  - Hughes M
AU  - Swoboda PP
AU  - van der Geest RJ
AU  - Vassiliou V
AU  - Matthews G
AU  - Garg P
PY  - 2026
JO  - European heart journal. Imaging methods and practice
DO  - 10.1093/ehjimp/qyag125
UR  - https://doi.org/10.1093/ehjimp/qyag125
ER  - 

APA

A, G., C, G., R, L., Z, M., B, K., M, H., PP, S., RJ, V. D. G., V, V., G, M., & P, G. (2026). Automated whole-heart volumetrics and haemodynamics from 4D flow CMR magnitude images: development and validation of a deep learning model.. European heart journal. Imaging methods and practice. https://doi.org/10.1093/ehjimp/qyag125

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