Unimodal imaging foundation models and vision-language models in MRI: A systematic review of emerging methods and clinical applications.

Tordjman M, Dimitrakakis A, Yuce M, Liu MM, Meribout A, Liu Z, Ahmed H, Bolger I, Robson PM, Colvin A, Huang M, Ishak C, Zhang C, Horst C, Almansour H, Doshi A, Petralia G, Taouli B, Deyer T, Fayad ZA, Lee HC, Mei X

Open source

DOI
10.1016/j.xcrm.2026.103134
Published
2026 Nov 6
Container
Cell reports. Medicine
Publisher
Not recorded
Open access
unknown

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BibTeX

@article{allodium:10.1016/j.xcrm.2026.103134,
  title = {Unimodal imaging foundation models and vision-language models in MRI: A systematic review of emerging methods and clinical applications.},
  author = {Tordjman M and Dimitrakakis A and Yuce M and Liu MM and Meribout A and Liu Z and Ahmed H and Bolger I and Robson PM and Colvin A and Huang M and Ishak C and Zhang C and Horst C and Almansour H and Doshi A and Petralia G and Taouli B and Deyer T and Fayad ZA and Lee HC and Mei X},
  year = {2026},
  journal = {Cell reports. Medicine},
  doi = {10.1016/j.xcrm.2026.103134},
  url = {https://doi.org/10.1016/j.xcrm.2026.103134}
}

RIS

TY  - JOUR
TI  - Unimodal imaging foundation models and vision-language models in MRI: A systematic review of emerging methods and clinical applications.
AU  - Tordjman M
AU  - Dimitrakakis A
AU  - Yuce M
AU  - Liu MM
AU  - Meribout A
AU  - Liu Z
AU  - Ahmed H
AU  - Bolger I
AU  - Robson PM
AU  - Colvin A
AU  - Huang M
AU  - Ishak C
AU  - Zhang C
AU  - Horst C
AU  - Almansour H
AU  - Doshi A
AU  - Petralia G
AU  - Taouli B
AU  - Deyer T
AU  - Fayad ZA
AU  - Lee HC
AU  - Mei X
PY  - 2026
JO  - Cell reports. Medicine
DO  - 10.1016/j.xcrm.2026.103134
UR  - https://doi.org/10.1016/j.xcrm.2026.103134
ER  - 

APA

M, T., A, D., M, Y., MM, L., A, M., Z, L., H, A., I, B., PM, R., A, C., M, H., C, I., C, Z., C, H., H, A., A, D., G, P., B, T., T, D., ZA, F., HC, L., & X, M. (2026). Unimodal imaging foundation models and vision-language models in MRI: A systematic review of emerging methods and clinical applications.. Cell reports. Medicine. https://doi.org/10.1016/j.xcrm.2026.103134

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