Three-Dimensional Embedded Attentive RNN (3D-EAR) Segmentor for Left Ventricle Delineation from Myocardial Velocity Mapping. - Mengmeng Kuang; Yinzhe Wu 001; Diego Alonso-Álvarez; David N. Firmin; Jennifer Keegan; Peter Gatehouse; Guang Yang 006 (FIMH, 2021)

Automated multi-channel segmentation for the 4D myocardial velocity mapping cardiac MR. - Yinzhe Wu 001; Suzan Hatipoglu; Diego Alonso-Álvarez; Peter Gatehouse; David N. Firmin; Jennifer Keegan; Guang Yang 006 (Computer-Aided Diagnosis, 2021)

Recent Advances in Fibrosis and Scar Segmentation from Cardiac MRI: A State-of-the-Art Review and Future Perspectives. - Yinzhe Wu 001; Zeyu Tang 001; Binghuan Li; David N. Firmin; Guang Yang 006 (CoRR, 2021)

Fast MRI Reconstruction: How Powerful Transformers Are? - Jiahao Huang; Yinzhe Wu 001; Huanjun Wu; Guang Yang 006 (EMBC, 2022)

CS2: A Controllable and Simultaneous Synthesizer of Images and Annotations with Minimal Human Intervention. - Xiaodan Xing; Jiahao Huang; Yang Nan 002; Yinzhe Wu 001; Chengjia Wang; Zhifan Gao; Simon Walsh; Guang Yang 006 (MICCAI (8), 2022)

Synthetic velocity mapping cardiac MRI coupled with automated left ventricle segmentation. - Xiaodan Xing; Yinzhe Wu 001; David N. Firmin; Peter Gatehouse; Guang Yang 006 (Image Processing, 2022)

Data and Physics Driven Learning Models for Fast MRI - Fundamentals and Methodologies from CNN, GAN to Attention and Transformers. - Jiahao Huang; Yingying Fang; Yang Nan 002; Huanjun Wu; Yinzhe Wu 001; Zhifan Gao; Yang Li 010; Zidong Wang 001; Pietro Liò; Daniel Rueckert; Yonina C. Eldar; Guang Yang 006 (CoRR, 2022)

Swin transformer for fast MRI. - Jiahao Huang; Yingying Fang; Yinzhe Wu 001; Huanjun Wu; Zhifan Gao; Yang Li 010; Javier Del Ser; Jun Xia 002; Guang Yang 006 (Neurocomputing, 2022)

Style Transfer and Self-Supervised Learning Powered Myocardium Infarction Super-Resolution Segmentation. - Lichao Wang; Jiahao Huang; Xiaodan Xing; Yinzhe Wu 001; Ramyah Rajakulasingam; Andrew D. Scott; Pedro F. Ferreira; Ranil De Silva; Sonia Nielles-Vallespin; Guang Yang 006 (SIPAIM, 2023)

Deep Learning-based Diffusion Tensor Cardiac Magnetic Resonance Reconstruction: A Comparison Study. - Jiahao Huang; Pedro F. Ferreira; Lichao Wang; Yinzhe Wu 001; Angelica I. Avilés-Rivero; Carola-Bibiane Schönlieb; Andrew D. Scott; Zohya Khalique; Maria Dwornik; Ramyah Rajakulasingam; Ranil De Silva; Dudley J. Pennell; et al. (CoRR, 2023)

High-Resolution Reference Image Assisted Volumetric Super-Resolution of Cardiac Diffusion Weighted Imaging. - Yinzhe Wu 001; Jiahao Huang; Fanwen Wang; Pedro F. Ferreira; Andrew D. Scott; Sonia Nielles-Vallespin; Guang Yang 006 (CoRR, 2023)

HDL: Hybrid Deep Learning for the Synthesis of Myocardial Velocity Maps in Digital Twins for Cardiac Analysis. - Xiaodan Xing; Javier Del Ser; Yinzhe Wu 001; Yang Li 010; Jun Xia 002; Lei Xu 037; David N. Firmin; Peter Gatehouse; Guang Yang 006 (IEEE J. Biomed. Health Informatics, 2023)

Groupwise Deformable Registration of Diffusion Tensor Cardiovascular Magnetic Resonance: Disentangling Diffusion Contrast, Respiratory and Cardiac Motions. - Fanwen Wang; Yihao Luo; Ke Wen; Jiahao Huang; Pedro F. Ferreira; Yaqing Luo; Yinzhe Wu 001; Camila Munoz; Dudley J. Pennell; Andrew D. Scott; Sonia Nielles-Vallespin; Guang Yang 006 (MICCAI (2), 2024)

MambaMIR: An Arbitrary-Masked Mamba for Joint Medical Image Reconstruction and Uncertainty Estimation. - Jiahao Huang; Liutao Yang; Fanwen Wang; Yinzhe Wu 001; Yang Nan 002; Angelica I. Avilés-Rivero; Carola-Bibiane Schönlieb; Daoqiang Zhang; Guang Yang 006 (CoRR, 2024)

When AI Eats Itself: On the Caveats of Data Pollution in the Era of Generative AI. - Xiaodan Xing; Fadong Shi; Jiahao Huang; Yinzhe Wu 001; Yang Nan 002; Sheng Zhang 024; Yingying Fang; Mike Roberts; Carola-Bibiane Schönlieb; Javier Del Ser; Guang Yang 006 (CoRR, 2024)

Explicit Differentiable Slicing and Global Deformation for Cardiac Mesh Reconstruction. - Yihao Luo; Dario Sesia; Fanwen Wang; Yinzhe Wu 001; Wenhao Ding; Jiahao Huang; Fadong Shi; Anoop Shah; Amit Kaural; Jamil Mayet; Guang Yang 006; Choon Hwai Yap (CoRR, 2024)

Real-Time Non-Invasive Imaging and Detection of Spreading Depolarizations through EEG: An Ultra-Light Explainable Deep Learning Approach. - Yinzhe Wu 001; Sharon Jewell; Xiaodan Xing; Yang Nan 002; Anthony J. Strong; Guang Yang 006; Martyn G. Boutelle (IEEE J. Biomed. Health Informatics, 2024)

Enhancing Diffusion-Weighted Images (DWI) for Diffusion MRI: Is it Enough without Non-Diffusion-Weighted B=0 Reference? - Yinzhe Wu 001; Jiahao Huang; Fanwen Wang; Mengze Gao; Congyu Liao; Guang Yang 006; Kawin Setsompop (ISBI, 2025)

Spreading Depolarization Detection in Electrocorticogram Spectrogram Imaging by Deep Learning: Is it Just About Delta Band? - Jeanne Boyer-Chammard; Yinzhe Wu 001; Chenyu Zhang; Sharon Jewell; Anthony J. Strong; Guang Yang 006; Martyn G. Boutelle (ISBI, 2025)

Is Fitting Error a Reliable Metric for Assessing Deformable Motion Correction in Quantitative MRI? - Fanwen Wang; Ke Wen; Yaqing Luo; Yinzhe Wu 001; Jiahao Huang; Dudley J. Pennell; Pedro F. Ferreira; Andrew D. Scott; Sonia Nielles-Vallespin; Guang Yang 006 (ISBI, 2025)

Enhancing global sensitivity and uncertainty quantification in medical image reconstruction with Monte Carlo arbitrary-masked mamba. - Jiahao Huang; Liutao Yang; Fanwen Wang; Yinzhe Wu 001; Yang Nan 002; Weiwen Wu; Chengyan Wang; Kuangyu Shi; Angelica I. Avilés-Rivero; Carola-Bibiane Schönlieb; Daoqiang Zhang; Guang Yang 006 (Medical Image Anal., 2025)

On the caveats of AI autophagy. - Xiaodan Xing; Fadong Shi; Jiahao Huang; Yinzhe Wu 001; Yang Nan 002; Sheng Zhang 024; Yingying Fang; Michael Roberts; Carola-Bibiane Schönlieb; Javier Del Ser; Guang Yang 006 (Nat. Mac. Intell., 2025)

Lightweight Hypercomplex MRI Reconstruction: A Generalized Kronecker-Parameterized Approach. - Haosen Zhang; Jiahao Huang; Yinzhe Wu 001; Congren Dai; Fanwen Wang; Zhenxuan Zhang; Guang Yang 006 (CoRR, 2025)

Topology-Preserving Loss for Accurate and Anatomically Consistent Cardiac Mesh Reconstruction. - Chenyu Zhang; Yihao Luo; Yinzhe Wu 001; Choon Hwai Yap; Guang Yang 006 (CoRR, 2025)

RSFR: A Coarse-to-Fine Reconstruction Framework for Diffusion Tensor Cardiac MRI with Semantic-Aware Refinement. - Jiahao Huang; Fanwen Wang; Pedro F. Ferreira; Haosen Zhang; Yinzhe Wu 001; Zhifan Gao; Lei Zhu 003; Angelica I. Avilés-Rivero; Carola-Bibiane Schönlieb; Andrew D. Scott; Zohya Khalique; Maria Dwornik; et al. (CoRR, 2025)

Enhanced DTCMR With Cascaded Alignment and Adaptive Diffusion. - Fanwen Wang; Yihao Luo; Camila Munoz; Ke Wen; Yaqing Luo; Jiahao Huang; Yinzhe Wu 001; Zohya Khalique; Maria Molto; Ramyah Rajakulasingam; Ranil De Silva; Dudley J. Pennell; et al. (IEEE Trans. Medical Imaging, 2025)

From Coarse to Continuous: Progressive Refinement Implicit Neural Representation for Motion-Robust Anisotropic MRI Reconstruction. - Zhenxuan Zhang; Lipei Zhang; Yanqi Cheng; Zi Wang 005; Fanwen Wang; Haosen Zhang; Yue Yang; Yinzhe Wu 001; Jiahao Huang; Angelica I. Avilés-Rivero; Zhifan Gao; Guang Yang 006; et al. (CoRR, 2025)