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, 103987 - 103987
I-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
U-Shaped Transformer With Frequency-Band Aware Attention for Speech Enhancement
Journal article
Li Y. et al, (2023), IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 31, 1511 - 1521