Seclected Publications

Towards Effective MLLM Jailbreaking Through Balanced On-Topicness and OOD-Intensity

Arxiv

Multi-Agent Reasoning for Cardiovascular Imaging Phenotype Analysis

MICCAI 2025

Mesh4D: A Motion-Aware Multi-View Variational Autoencoder for 3D+t Mesh Reconstruction

MICCAI 2025

A personalized time-resolved 3D mesh generative model for unveiling normal heart dynamics

Nature Machine Intelligence (2025)

Genetic and phenotypic architecture of human myocardial trabeculation

Nature Cardiovascular Research (2024)

CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy

IEEE Transactions on Medical Imaging (2023)

Mesh4D: A Motion-Aware Multi-View Variational Autoencoder for 3D+t Mesh Reconstruction

Mengyun Qiao*, Jin Zheng*, Weitong Zhang, Qiang Ma, Liu Li, Bernhard Kainz, Declan P O’Regan, Paul M Matthews, Steven Niederer, Wenjia Bai. MICCAI 2025.

Multi-Agent Reasoning for Cardiovascular Imaging Phenotype Analysis

Weitong Zhang*, Mengyun Qiao*, Chengqi Zang, Steven Niederer, Paul M Matthews, Wenjia Bai, Bernhard Kainz. MICCAI 2025.

CardiacFlow: 3D+t Four-Chamber Cardiac Shape Completion and Generation via Flow Matching

Qiang Ma, Qingjie Meng, Mengyun Qiao, Paul M. Matthews, Declan P. O’Regan, and Wenjia Bai. MICCAI 2025

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. Nature Machine Intelligence 7 (5), 800-811, 2025.

A Foundation Model for Lesion Segmentation on Brain MRI with Mixture of Modality Experts

Xinru Zhang, Ni Ou, Berke Doga Basaran, Marco Visentin, Mengyun Qiao, Renyang Gu, Paul M Matthews, Yaou Liu, Chuyang Ye, Wenjia Bai

IEEE Transactions on Medical Imaging 44(6), 2594-2604, 2025.

Genetic and phenotypic architecture of human myocardial trabeculation

Kathryn A McGurk, Mengyun Qiao, Sean L Zheng, Arunashis Sau, Albert Henry, Antonio Luiz P Ribeiro, Antônio H Ribeiro, Fu Siong Ng, R Thomas Lumbers, Wenjia Bai, James S Ware, Declan P O’Regan

Nature Cardiovascular Research 3, 1503–1515, 2024.

Cheart: A conditional spatio-temporal generative model for cardiac anatomy

Mengyun Qiao, Shuo Wang, Huaqi Qiu, Antonio De Marvao, Declan P O’Regan, Daniel Rueckert, Wenjia Bai

IEEE transactions on medical imaging 43(3), 1259-1269, 2023.

LUMA

LUMA

Seclected Publications

Towards Effective MLLM Jailbreaking Through Balanced On-Topicness and OOD-Intensity

Multi-Agent Reasoning for Cardiovascular Imaging Phenotype Analysis

Mesh4D: A Motion-Aware Multi-View Variational Autoencoder for 3D+t Mesh Reconstruction

A personalized time-resolved 3D mesh generative model for unveiling normal heart dynamics

Genetic and phenotypic architecture of human myocardial trabeculation

CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy

Publications

Mesh4D: A Motion-Aware Multi-View Variational Autoencoder for 3D+t Mesh Reconstruction

Multi-Agent Reasoning for Cardiovascular Imaging Phenotype Analysis

CardiacFlow: 3D+t Four-Chamber Cardiac Shape Completion and Generation via Flow Matching

A personalized time-resolved 3D mesh generative model for unveiling normal heart dynamics

A Foundation Model for Lesion Segmentation on Brain MRI with Mixture of Modality Experts

Genetic and phenotypic architecture of human myocardial trabeculation

Cheart: A conditional spatio-temporal generative model for cardiac anatomy

LUMA

Seclected Publications

Towards Effective MLLM Jailbreaking Through Balanced On-Topicness and OOD-Intensity

Multi-Agent Reasoning for Cardiovascular Imaging Phenotype Analysis

Mesh4D: A Motion-Aware Multi-View Variational Autoencoder for 3D+t Mesh Reconstruction

A personalized time-resolved 3D mesh generative model for unveiling normal heart dynamics

Genetic and phenotypic architecture of human myocardial trabeculation

CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy

Publications

Mesh4D: A Motion-Aware Multi-View Variational Autoencoder for 3D+t Mesh Reconstruction

Multi-Agent Reasoning for Cardiovascular Imaging Phenotype Analysis

CardiacFlow: 3D+t Four-Chamber Cardiac Shape Completion and Generation via Flow Matching

A personalized time-resolved 3D mesh generative model for unveiling normal heart dynamics

A Foundation Model for Lesion Segmentation on Brain MRI with Mixture of Modality Experts

Genetic and phenotypic architecture of human myocardial trabeculation

Cheart: A conditional spatio-temporal generative model for cardiac anatomy

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