Awarded the title of Docent (habilitation) in Machine Learning for Medical Imaging on 01.02.2022
PhD thesis recognized as the Best Doctoral Thesis of 2020 at University of Oulu
Published in top venues including MICCAI, IEEE Transactions on Medical Imaging, WACV, and Transactions on Machine Learning Research
Papers ranked in top 13% (AdaTriplet, MICCAI 2022) and top 11% (Singr, MICCAI 2024)
Key contributions include uncertainty-aware retinal segmentation, brain tumor segmentation via signed normalized geodesic transform regression, and clinically-inspired multi-agent transformers for multimodal disease forecasting