Structure-aware 3D diffusion generation for kidney MRI via mask-guided noise scheduling and topology-prior constraints

P Ping Xia X Xin Yao Y Yunjia Jiang X Xuqi Sun X Xiaotong Wang (Department of Chemistry and Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Fudan University, 220 Handan Road, Shanghai 200433, P. R. China) Y Yilin Li M Minggang Wei

Article Details

Volume / Issue Vol. 16, Issue 1
Published May 03, 2026
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (7)

P

Ping Xia

X

Xin Yao

Y

Yunjia Jiang

X

Xuqi Sun

X

Xiaotong Wang

Department of Chemistry and Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, Fudan University, 220 Handan Road, Shanghai 200433, P. R. China

Y

Yilin Li

M

Minggang Wei