Wenqi Huang | PhD Student — AI in Healthcare and Medicine, TUM

News

Mar 2026 Two new preprints out! Gabor Primitives for Cardiac Cine MRI and WSI-INR (with Y. Wu et al.) — guess which conference ;)
Jan 2026 Finally made it to Sedona in person for the ISMRM Workshop on Data Sampling & Image Reconstruction! Presented our extended work on physics-informed INRs for EPI.
Nov 2025 PISCO (V. Spieker et al.) published in Medical Image Analysis. Also a new preprint: Reconstruction-free Segmentation (Y. Zhang et al.)
Sep 2025 Two collaborative papers at MICCAI 2025 Workshops in Daejeon: INR Meets Multi-contrast MRI (N. Niessen et al.) and Neural Space-Time Modeling for Motion-Corrected MR Reconstruction (A. Nurdinova et al.)
Jul 2025 Gave a guest lecture on INRs for MRI at the TUM Seminar on DL for Inverse Problems.
May 2025 Our Stanford collaboration on EPI is accepted at MICCAI 2025 (early accept): Physics-Informed INRs for Joint B0 Estimation and EPI
May 2025 Oral presentation at ISMRM 2025 in Honolulu — great to share our Subspace INR work with the MR community.
Apr 2025 Spent a wonderful winter quarter (Jan–Mar) at Stanford University working with Prof. Kawin Setsompop on physics-informed EPI reconstruction.
Feb 2025 Subspace INRs for Real-Time Cardiac Cine MRI accepted at IPMI 2025!
Jan 2025 Honored to give an invited talk at NVIDIA Research Radar on our INR work for cardiac MR imaging.
Jul 2024 Motion-compensated MR CINE Reconstruction (J. Pan et al.) published in IEEE TMI.
Jun 2024 Self-supervised k-Space Regularization (V. Spieker et al.) accepted at MICCAI 2024.
Mar 2024 Direct Cardiac Segmentation from Undersampled k-Space (Y. Zhang et al.) accepted at ISBI 2024.
Feb 2024 Presenting TransGRAPPA and DE-NIK (V. Spieker et al.) at ISMRM 2024 in Singapore.
Jan 2024 Proud to see my student’s work accepted — Neural Implicit k-Space with Trainable Periodic Activations (PT Haft et al.) at BVM 2024 as oral!
Nov 2023 Another student project published! Self-supervised L+S Network for Radial MRI (A. Mancu et al.) at NeurIPS 2023 Workshop.
Nov 2023 Presented Neural Implicit k-Space at JIS Summit 2023 (virtual).
Oct 2023 Unrolled Motion-compensated Reconstruction for Cardiac CINE (J. Pan et al.) accepted at Medical Image Analysis.
Jun 2023 Oral at IPMI 2023 in beautiful Bariloche! Presenting Neural Implicit k-Space.
Jun 2023 Busy MICCAI season — three collaborative papers accepted: ICoNIK (V. Spieker et al.), Generalised INRs for Registration (V. Zimmer et al.), and Uncertainty Propagation (L. Feiner et al.)
Jan 2023 Oral accepted at the ISMRM Workshop in Sedona — couldn’t attend due to visa issues, but Prof. Rueckert kindly presented on my behalf.
Sep 2022 Gave an invited talk at SIAM MDS 2022 (virtual) on algorithm unrolling for MRI reconstruction.

Selected Publications

Full list on Google Scholar.

Gabor Primitives for Accelerated Cardiac Cine MRI Reconstruction

W Huang, V Spieker, N Stolt-Ansó, N Niessen, M Dannecker, SG Kafali, S Kurugol, JA Schnabel, D Rueckert

Preprint arXiv, 2026

Paper Code coming soon

Physics-Informed Implicit Neural Representations for Joint B0 Estimation and Echo Planar Imaging

W Huang, N Wang, C Liao, Y Lin, M Gao, D Rueckert, K Setsompop

Poster MICCAI 2025

Paper Code coming soon

Subspace Implicit Neural Representations for Real-Time Cardiac Cine MR Imaging

W Huang, V Spieker, S Xu, G Cruz, C Prieto, JA Schnabel, K Hammernik, T Kuestner, D Rueckert

Poster IPMI 2025

Paper Code

Neural Implicit k-Space for Binning-free Non-Cartesian Cardiac MR Imaging

W Huang, H Li, J Pan, G Cruz, D Rueckert, K Hammernik

Oral IPMI 2023

Paper Code

Deep Low-Rank Plus Sparse Network for Dynamic MR Imaging

W Huang, Z Ke, ZX Cui, J Cheng, Z Qiu, S Jia, L Ying, Y Zhu, D Liang

Journal Medical Image Analysis, 2021

Paper Code

Learned Low-Rank Priors in Dynamic MR Imaging

Z Ke*, W Huang*, ZX Cui, J Cheng, S Jia, H Wang, X Liu, H Zheng, L Ying, Y Zhu, D Liang

Journal IEEE Transactions on Medical Imaging, 2021

Paper Code

Presentations

Jan 2026
Poster ISMRM Workshop on Data Sampling & Image Reconstruction · Sedona Joint B₀ Estimation and Distortion-Free Reconstruction from Rotated-View EPI
Jul 2025
Invited Seminar on DL for Inverse Problems in Medical Imaging · Munich Implicit Neural Representations for MRI Reconstruction
Jun 2025
Poster IPMI 2025 · Kos Island Subspace INRs for Real-Time Cardiac Cine MRI (extended full paper)
May 2025
Oral ISMRM 2025 · Honolulu Subspace INRs for Real-Time Cardiac Cine MRI (abstract)
Jan 2025
Invited NVIDIA Research Radar Talk · Online Implicit Neural Representations for Non-Cartesian Cardiac MR Imaging
May 2024
Poster ISMRM 2024 · Singapore TransGRAPPA: Self-supervised Transformer Network for k-Space Interpolation
Nov 2023
Oral JIS Summit 2023 · Virtual Neural Implicit k-Space for Binning-free Non-Cartesian Cardiac MR Imaging
Jun 2023
Oral IPMI 2023 · Bariloche Neural Implicit k-Space for Binning-free Non-Cartesian Cardiac MR Imaging
Jan 2023
Oral ISMRM Workshop on Data Sampling & Image Reconstruction · Sedona Universal K-Space Interpolation Network for Non-Cartesian CINE Imaging
Sep 2022
Invited SIAM MDS 2022 · Virtual Algorithm Unrolling: Key for Physics-Based Learning in MRI Reconstruction

& More

Education

2021 – present PhD in Computer Science Technical University of Munich (TUM), Germany Topic: Advanced Algorithms for Fast MRI · Supervisor: Prof. Daniel Rueckert

Jan – Mar 2025 Visiting Student Researcher Stanford University, USA Supervisor: Prof. Kawin Setsompop

2018 – 2021 M.Sc. in Pattern Recognition & Intelligent Systems Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences Supervisor: Prof. Dong Liang

2014 – 2018 B.Eng. in Information Engineering Soochow University, China

Teaching & Supervision

Jul 2025 — Guest Lecture: Implicit Neural Representations for MRI Reconstruction Seminar on Deep Learning for Inverse Problems in Medical Imaging, TUM
WiSe 2023/24 & SoSe 2024 — Applied Deep Learning in Medicine: Implicit Neural Representations for MRI Master Practical Course Supervisor, TUM
Sep – Dec 2023 — Neural Implicit k-Space with Trainable Periodic Activation Functions for Cardiac MR Imaging Master Interdisciplinary Project Advisor · Published at BVM 2024 (Oral)
Jul 2022 – Sep 2023 — Self-supervised Low-rank plus Sparse Network for Radial MRI Reconstruction Master Interdisciplinary Project Co-supervisor · Published at NeurIPS 2023 Workshop

Academic Service

Reviewer for IEEE Transactions on Medical Imaging (TMI), Medical Image Analysis (MedIA), Magnetic Resonance in Medicine (MRM), IEEE Transactions on Biomedical Engineering (TBME), Advanced Science, MICCAI, ISMRM

Academic Footprint

Lived / studied Conference / visit Collaborator

Beyond Research

I'm always happy to chat about MRI reconstruction, deep learning, travel, birdwatching, photography, or just world peace. If you're working on something related or just want to say hi — drop me a line! I can't promise a fast reply (spam sometimes buries the real emails), but if I see it, I will respond.