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Enhancing Global Sensitivity and Uncertainty Quantification in Medical Image Reconstruction with Monte Carlo Arbitrary-masked Mamba
Jiahao Huang, Liutao Yang, Fanwen Wang, Yinzhe Wu, Yang Nan, Weiwen Wu, Chengyan Wang, Kuangyu Shi, Angelica I. Aviles-Rivero, Carola-Bibiane Schönlieb, Daoqiang Zhang, Guang Yang
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Enhancing Global Sensitivity and Uncertainty Quantification in Medical Image Reconstruction with Monte Carlo Arbitrary-masked Mamba
The Effects of Field Strength on Stimulated Echo and Motion-compensated Spin-echo Diffusion Tensor Cardiovascular Magnetic Resonance Sequences
Andrew D. Scott, Ke Wen, Yaqing Luo, Jiahao Huang, Simon Gover, Rajkumar Soundarajan, Pedro F. Ferreira, Dudley J. Pennell, Sonia Nielles-Vallespin
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Data- and Physics-driven Deep Learning Based Reconstruction for Fast MRI: Fundamentals and Methodologies
Jiahao Huang, Yinzhe Wu, Fanwen Wang, Yingying Fang, Yang Nan, Cagan Alkan, Daniel Abraham, Congyu Liao, Lei Xu, Zhifan Gao, Weiwen Wu, Lei Zhu, Zhaolin Chen, Peter Lally, Neal Bangerter, Kawin Setsompop, Yike Guo, Daniel Rueckert, Ge Wang, Guang Yang
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Data- and Physics-driven Deep Learning Based Reconstruction for Fast MRI: Fundamentals and Methodologies
A Comparison of Diffusion Tensor CMR at 1.5T and 3T
Andrew Scott, Ke Wen, Yaqing Luo, Jiahao Huang, Simon Gover, Rajkumar Soundarajan, Pedro Ferreira, Dudley Pennell, Sonia Nielles-Vallespin
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Deep Learning-based Diffusion Tensor Cardiac Magnetic Resonance Reconstruction: A Comparison Study
Jiahao Huang, Pedro F. Ferreira, Lichao Wang, Yinzhe Wu, Angelica I. Aviles-Rivero, Carola-Bibiane Schönlieb, Andrew D. Scott, Zohya Khalique, Maria Dwornik, Ramyah Rajakulasingam, Ranil De Silva, Dudley J. Pennell, Sonia Nielles-Vallespin, Guang Yang
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Is Attention all You Need in Medical Image Analysis? A Review
Medical imaging is a key component in clinical diagnosis, treatment planning and clinical trial design, accounting for almost 90% of …
Giorgos Papanastasiou, Nikolaos Dikaios, Jiahao Huang, Chengjia Wang, Guang Yang
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Optimized Post-processing for Diffusion Tensor CMR with Texture-preserving Deformable Motion Correction
Fanwen Wang, Pedro Ferreira, Yinzhe Wu, Camila Munoz, Ke Wen, Yaqing Luo, Jiahao Huang, Dudley Pennell, Andrew Scott, Sonia Nielles-Vallespin, Guang Yang
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Enhanced DTCMR with Cascaded Alignment and Adaptive Diffusion
Diffusion tensor cardiovascular magnetic resonance (DTCMR) is the only non-invasive method for visualizing myocardial microstructure, …
Fanwen Wang, Yihao Luo, Camila Munoz, Ke Wen, Yaqing Luo, Jiahao Huang, Yinzhe Wu, Zohya Khalique, Maria Molto, Ramyah Rajakulasingam, Ranil De Silva, Dudley J. Pennell, Pedro F. Ferreira, Andrew D. Scott, Sonia Nielles-Vallespin, Guang Yang
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The Missing U for Efficient Diffusion Models
Diffusion Probabilistic Models stand as a critical tool in generative modelling, enabling the generation of complex data distributions. …
Sergio Calvo Ordoñez, Chun-Wun Cheng, Jiahao Huang, Lipei Zhang, Guang Yang, Carola-Bibiane Schönlieb, Angelica I. Aviles-Rivero
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Swin transformer for fast MRI
Magnetic resonance imaging (MRI) is an important non-invasive clinical tool that can produce high-resolution and reproducible images. …
Jiahao Huang, Yingying Fang, Yinzhe Wu, Huanjun Wu, Zhifan Gao, Yang Li, Javier Del Ser, Jun Xia, Guang Yang
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