Dr Xinzhe Luo

Welcome! This is Xinzhe. I am a postdoctoral researcher at the Department of Electrical and Electronic Engineering & I-X, Imperial College London, working with Dr. Chen Qin and Dr. Yingzhen Li. Previously, I obtained my BSc degree in Mathematics (2019) and PhD degree in Statistics (2024) from Fudan University. My research interests involve the interdisciplinary area of medical imaging, statistics, artificial intelligence, and mathematics. Currently, I am focusing on trustworthy AI for MRI reconstruction and inverse problems.

news

Sep 09, 2025	One paper accepted by IEEE TPAMI: “Bayesian Unsupervised Disentanglement of Anatomy and Geometry for Deep Groupwise Image Registration” (Link)
Feb 26, 2025	One paper accepted by CVPR 2025: “STiL: Semi-supervised Tabular-Image Learning for Comprehensive Task-Relevant Information Exploration in Multimodal Classification” (Link)
Feb 13, 2025	One paper accepted by IPMI 2025: “Unsupervised Accelerated MRI Reconstruction via Ground-Truth-Free Flow Matching” (Oral Presentation). (Link)

selected publications

MvMM-RegNet: A new image registration framework based on multivariate mixture model and neural network estimation

Xinzhe Luo and Xiahai Zhuang

In International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020

Awarded Bib HTML Code

Oral Presentation

@inproceedings{luo2020mvmm,
  title = {MvMM-RegNet: A new image registration framework based on multivariate mixture model and neural network estimation},
  author = {Luo, Xinzhe and Zhuang, Xiahai},
  booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)},
  pages = {149--159},
  year = {2020},
  organization = {Springer},
}

X-Metric: An N-Dimensional Information-Theoretic Framework for Groupwise Registration and Deep Combined Computing

Xinzhe Luo and Xiahai Zhuang

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023

Bib HTML Code

@article{luo2022xmetric,
  title = {X-Metric: An N-Dimensional Information-Theoretic Framework for Groupwise Registration and Deep Combined Computing},
  author = {Luo, Xinzhe and Zhuang, Xiahai},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
  volume = {45},
  number = {7},
  pages = {9206--9224},
  year = {2023},
  publisher = {IEEE},
}

BInGo: Bayesian intrinsic groupwise registration via explicit hierarchical disentanglement

Xin Wang^*, Xinzhe Luo^*, and Xiahai Zhuang

In International Conference on Information Processing in Medical Imaging (IPMI), 2023

Awarded Bib HTML

Oral Presentation, Honorable Mention for the Francois Erbsmann Prize

@inproceedings{wang2023bingo,
  title = {BInGo: Bayesian intrinsic groupwise registration via explicit hierarchical disentanglement},
  author = {Wang, Xin and Luo, Xinzhe and Zhuang, Xiahai},
  booktitle = {International Conference on Information Processing in Medical Imaging (IPMI)},
  pages = {319--331},
  year = {2023},
  organization = {Springer},
}

Unsupervised Accelerated MRI Reconstruction via Ground-Truth-Free Flow Matching

Xinzhe Luo, Yingzhen Li, and Chen Qin

In International Conference on Information Processing in Medical Imaging (IPMI), 2025

Awarded Bib HTML

Oral Presentation

@inproceedings{luo2025unsupervised,
  title = {Unsupervised Accelerated MRI Reconstruction via Ground-Truth-Free Flow Matching},
  author = {Luo, Xinzhe and Li, Yingzhen and Qin, Chen},
  booktitle = {International Conference on Information Processing in Medical Imaging (IPMI)},
  pages = {127--141},
  year = {2025},
  organization = {Springer},
}

Bayesian unsupervised disentanglement of anatomy and geometry for deep groupwise image registration

Xinzhe Luo^*, Xin Wang^*, Linda Shapiro, and 3 more authors

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025

Bib HTML

@article{luo2025bayesian,
  title = {Bayesian unsupervised disentanglement of anatomy and geometry for deep groupwise image registration},
  author = {Luo, Xinzhe and Wang, Xin and Shapiro, Linda and Yuan, Chun and Feng, Jianfeng and Zhuang, Xiahai},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
  year = {2025},
  publisher = {IEEE},
}