Sonia Nielles-Vallespin

Publication Activity (10 Years)

Years Active: 2009-2023
Publications (10 Years): 12

Top Topics

Cardiac Magnetic Resonance

Unsupervised Learning

Left Ventricular

Top Venues

Publications

Michael Tänzer, Fanwen Wang, Mengyun Qiao, Wenjia Bai, Daniel Rueckert, Guang Yang, Sonia Nielles-Vallespin
T1/T2 Relaxation Temporal Modelling from Accelerated Acquisitions Using a Latent Transformer. STACOM@MICCAI (2023)
Hugo Barbaroux, Michael Loecher, Karl P. Kunze, Radhouène Neji, Daniel B. Ennis, Sonia Nielles-Vallespin, Andrew D. Scott, Alistair A. Young
Generating Short-Axis DENSE Images from 4D XCAT Phantoms: A Proof-of-Concept Study. FIMH (2023)
Ignasi Alemany, Pedro F. Ferreira, Sonia Nielles-Vallespin, Andrew D. Scott, Denis J. Doorly
The Effect of Temporal Variations in Myocardial Perfusion on Diffusion Tensor Measurements. FIMH (2023)
Lichao Wang, Jiahao Huang, Xiaodan Xing, Yinzhe Wu, Ramyah Rajakulasingam, Andrew D. Scott, Pedro F. Ferreira, Ranil De Silva, Sonia Nielles-Vallespin, Guang Yang
Style Transfer and Self-Supervised Learning Powered Myocardium Infarction Super-Resolution Segmentation. CoRR (2023)
Jiahao Huang, Pedro F. Ferreira, Lichao Wang, Yinzhe Wu, Angelica I. Avilés-Rivero, Carola-Bibiane Schönlieb, Andrew D. Scott, Zohya Khalique, Maria Dwornik, Ramyah Rajakulasingam, Ranil De Silva, Dudley J. Pennell, Sonia Nielles-Vallespin, Guang Yang
Deep Learning-based Diffusion Tensor Cardiac Magnetic Resonance Reconstruction: A Comparison Study. CoRR (2023)
Lichao Wang, Jiahao Huang, Xiaodan Xing, Yinzhe Wu, Ramyah Rajakulasingam, Andrew D. Scott, Pedro F. Ferreira, Ranil De Silva, Sonia Nielles-Vallespin, Guang Yang
Style Transfer and Self-Supervised Learning Powered Myocardium Infarction Super-Resolution Segmentation. SIPAIM (2023)
Yinzhe Wu, Jiahao Huang, Fanwen Wang, Pedro F. Ferreira, Andrew D. Scott, Sonia Nielles-Vallespin, Guang Yang
High-Resolution Reference Image Assisted Volumetric Super-Resolution of Cardiac Diffusion Weighted Imaging. CoRR (2023)
Michael Yeung, Todd Watts, Sean YW Tan, Pedro F. Ferreira, Andrew D. Scott, Sonia Nielles-Vallespin, Guang Yang
Stain Consistency Learning: Handling Stain Variation for Automatic Digital Pathology Segmentation. CoRR (2023)
Michael Tänzer, Pedro Ferreira, Andrew Scott, Zohya Khalique, Maria Dwornik, Dudley Pennell, Guang Yang, Daniel Rueckert, Sonia Nielles-Vallespin
Faster Diffusion Cardiac MRI with Deep Learning-Based Breath Hold Reduction. MIUA (2022)
Michael Tänzer, Sea Hee Yook, Guang Yang, Daniel Rueckert, Sonia Nielles-Vallespin
Review of data types and model dimensionality for cardiac DTI SMS-related artefact removal. CoRR (2022)
Michael Tänzer, Sea Hee Yook, Pedro Ferreira, Guang Yang, Daniel Rueckert, Sonia Nielles-Vallespin
Review of Data Types and Model Dimensionality for Cardiac DTI SMS-Related Artefact Removal. STACOM@MICCAI (2022)
Michael Tänzer, Pedro Ferreira, Andrew Scott, Zohya Khalique, Maria Dwornik, Dudley Pennell, Guang Yang, Daniel Rueckert, Sonia Nielles-Vallespin
Faster Diffusion Cardiac MRI with Deep Learning-based breath hold reduction. CoRR (2022)
Hui Xue, Sven Zühlsdorff, Peter Kellman, Andrew E. Arai, Sonia Nielles-Vallespin, Christophe Chefd'Hotel, Christine H. Lorenz, Jens Guehring
Unsupervised Inline Analysis of Cardiac Perfusion MRI. MICCAI (1) (2009)