معرفی
Fredrik Gustafsson is an Affiliated to Research at the Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, a position held since 2025 after serving as a Postdoctoral Researcher (2023-2025) in Mattias Rantalainen's Predictive Medicine research group.
His research interests include:
- Machine Learning
- Computer Vision
- Computational Pathology
- Signal Processing
- Data-Driven Medicine
He specializes in building and evaluating reliable machine learning models for safe clinical applications, emphasizing robustness in medical decision-support systems.
Recent publications reveal two dominant research trajectories: (1) diffusion model applications for medical image restoration, and (2) computational paleontology using synchrotron imaging. These demonstrate his interdisciplinary fusion of computer vision with domain-specific challenges across medicine and earth sciences.
As part of Rantalainen's Predictive Medicine group, he contributes to developing machine learning frameworks for epidemiological and biostatistical analysis, with focus on translating algorithmic innovations into clinical practice through computational pathology pipelines.