3D Swin Transformer for patient-specific proton dose prediction of brain cancer patients
The proposed Swin Transformer-based model is a step toward accurate, anatomy-aware dose prediction for brain tumor proton therapy. Future work will address prospective validation and optimization for clinical deployment.
Authors
- Jesper Folsted Kallehauge (ORCID: https://orcid.org/0000-0003-3705-5390)
- Slávka Lukacova (ORCID: https://orcid.org/0000-0002-2875-095X)
- Yasmin Lassen–Ramshad (ORCID: https://orcid.org/0000-0002-4992-3231)
- Christian Rønn Hansen (ORCID: https://orcid.org/0000-0001-5716-6069)
- Albert F. R. Andresen (ORCID: https://orcid.org/0009-0004-3974-5111)
Institutions
- University of Southern Denmark (DK)
- Aarhus University (DK)
- Odense University Hospital (DK)
- Aarhus University Hospital (DK)
- Danish Pain Research Center (DK)
Publication Details
- Journal
- Acta Oncologica
- Published
- 2025-11-02
- DOI
- https://doi.org/10.2340/1651-226x.2025.43969
- Primary Topic
- Radiation Therapy and Dosimetry
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Kræftens Bekæmpelse
- Novo Nordisk
- Novo Nordisk Fonden