Yang Sun
Senior Postdoctoral Researcher in Advanced Machine Learning and Image Analysis
My research focuses on Machine Learning and Medical Image Analysis.
Since 2020, I have been a postdoctoral researcher at the Big Data Institute, University of Oxford. Within the Oxford-Novartis (Ox-NVS) collaboration, my work is centered on developing and applying advanced machine learning algorithms for the accurate contrast-agnostic segmentation and analysis of various lesion types in the Magnetic Resonance Images (MRIs) of patients with Multiple Sclerosis (MS).
Recent publications
Deformation-Recovery diffusion model (DRDM): Instance deformation for image manipulation and synthesis.
Journal article
Zheng J-Q. et al, (2026), Medical image analysis, 110
AI-driven reclassification of multiple sclerosis progression.
Journal article
Ganjgahi H. et al, (2025), Nature medicine, 31, 3414 - 3424
MT-CooL: Multi-Task Cooperative Learning via Flat Minima Searching.
Journal article
Wu F. et al, (2025), IEEE transactions on medical imaging, 44, 1648 - 1658
Prognostic factors for worsening and improvement in multiple sclerosis using a multistate model.
Journal article
Ocampo A. et al, (2024), Multiple sclerosis (Houndmills, Basingstoke, England), 30, 1455 - 1467
Multi-Task Cooperative Learning via Searching for Flat Minima.
Conference paper
Wu F. et al, (2023), CoRR, abs/2309.12090