π Publications
Nature Machine Intelligence

A personalized Time-resolved 3D Mesh Generative Model for Unveiling Normal Heart Dynamics
Mengyun Qiao, Kathryn A McGurk, Shuo Wang, Paul M. Matthews, Declan P O Regan, Wenjia Bai
- Developed a novel 4D mesh generative model for personalized cardiac anatomy reconstruction.
- Demonstrated improved accuracy in representing normal heart dynamics compared to baseline models.
Nature Cardiovascular Research

Genetic and Phenotypic Architecture of Human Myocardial Trabeculation
Kathryn A. McGurk, Mengyun Qiao, et al.
- Investigated genetic factors influencing myocardial trabeculation patterns.
- Identified novel phenotypic correlations linked to cardiac health indicators.
IEEE TMI

CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy
Mengyun Qiao, Shuo Wang, Huaqi Qiu, Antonio de Marvao, Declan P. OβRegan, Daniel Rueckert, Wenjia Bai
- Introduced a conditional generative model to capture spatio-temporal variations in cardiac anatomy.
- Achieved significant improvements in cardiac disease prediction over existing methods.