Stochastic Siamese MAE Pretraining for Longitudinal Medical Images

Taha Emre, Arunava Chakravarty, Thomas Pinetz, Dmitrii Lachinov, Martin J. Menten, Hendrik Scholl, Sobha Sivaprasad, Daniel Rueckert, Andrew Lotery, Stefan Sacu, Ursula Schmidt-Erfurth, Hrvoje Bogunović

Open source

DOI
10.1109/tmi.2026.3745973
Published
2026
Container
IEEE Transactions on Medical Imaging
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Open access
unknown

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BibTeX

@article{allodium:10.1109/tmi.2026.3745973,
  title = {Stochastic Siamese MAE Pretraining for Longitudinal Medical Images},
  author = {Taha Emre and Arunava Chakravarty and Thomas Pinetz and Dmitrii Lachinov and Martin J. Menten and Hendrik Scholl and Sobha Sivaprasad and Daniel Rueckert and Andrew Lotery and Stefan Sacu and Ursula Schmidt-Erfurth and Hrvoje Bogunović},
  year = {2026},
  journal = {IEEE Transactions on Medical Imaging},
  doi = {10.1109/tmi.2026.3745973},
  url = {https://doi.org/10.1109/tmi.2026.3745973}
}

RIS

TY  - JOUR
TI  - Stochastic Siamese MAE Pretraining for Longitudinal Medical Images
AU  - Taha Emre
AU  - Arunava Chakravarty
AU  - Thomas Pinetz
AU  - Dmitrii Lachinov
AU  - Martin J. Menten
AU  - Hendrik Scholl
AU  - Sobha Sivaprasad
AU  - Daniel Rueckert
AU  - Andrew Lotery
AU  - Stefan Sacu
AU  - Ursula Schmidt-Erfurth
AU  - Hrvoje Bogunović
PY  - 2026
JO  - IEEE Transactions on Medical Imaging
DO  - 10.1109/tmi.2026.3745973
UR  - https://doi.org/10.1109/tmi.2026.3745973
ER  - 

APA

Emre, T., Chakravarty, A., Pinetz, T., Lachinov, D., Menten, M. J., Scholl, H., Sivaprasad, S., Rueckert, D., Lotery, A., Sacu, S., Schmidt-Erfurth, U., & Bogunović, H. (2026). Stochastic Siamese MAE Pretraining for Longitudinal Medical Images. IEEE Transactions on Medical Imaging. https://doi.org/10.1109/tmi.2026.3745973

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