Fredrik Gustafsson

About me

I am a postdoctoral researcher in the group of Mattias Rantalainen, working on machine learning and computer vision for computational pathology. My research focuses on how to build and evaluate reliable machine learning models for safe data-driven medicine.

Please visit my personal website, www.fregu856.com, for further information (publications, teaching etc.).

Journal article: PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES. 2025;383(2299):20240358
Taming diffusion models for image restoration: a review
Luo Z; Gustafsson F; Zhao Z; Sjolund J; Schon T
Journal article: FOSSIL RECORD. 2025;28(1):103-114
Automated segmentation of synchrotron-scanned fossils
During MAD; Matelsky JK; Gustafsson FK; Voeten DFAE; Chen D; Wester BA; Kording KP; Ahlberg PE; Schön TB

Preprint: ARPHA PREPRINTS. 2024
Automated segmentation of synchrotron-scanned fossils
During M; Matelsky J; Gustafsson F; Voeten DFAE; Chen D; Wester B; Kording K; Ahlberg P; Schön T
Preprint: BIORXIV. 2024
Automated segmentation of synchrotron-scanned fossils
During M; Matelsky J; Gustafsson F; Voeten D; Chen D; Wester B; Körding K; Ahlberg P; Schön T

Affiliated to Research, Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 2025-2026
Postdoctoral Researcher, Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 2023-2025