MultiFlow: A unified deep learning framework for multi-vessel classification, segmentation and clustering of phase-contrast MRI validated on a multi-site single ventricle patient cohort. - Yao, Tina; Clair, Nicole St.; Miller, Gabriel F.; Investigators, FORCE; Steeden, Jennifer Anne; Rathod, Rahul H.; Muthurangu, Vivek (CoRR, 2025)

High Resolution Isotropic 3D Cine imaging with Automated Segmentation using Concatenated 2D Real-time Imaging and Deep Learning. - Wrobel, Mark; Pascale, Michele; Yao, Tina; Campbell, Ruaraidh; Milano, Elena; Quail, Michael; Steeden, Jennifer Anne; Muthurangu, Vivek (CoRR, 2025)

Image2Flow: A proof-of-concept hybrid image and graph convolutional neural network for rapid patient-specific pulmonary artery segmentation and CFD flow field calculation from 3D cardiac MRI data. - Yao, Tina; Pajaziti, Endrit; Quail, Michael; Schievano, Silvia; Steeden, Jennifer Anne; Muthurangu, Vivek (PLoS Comput. Biol., 2024)

Image2Flow: A hybrid image and graph convolutional neural network for rapid patient-specific pulmonary artery segmentation and CFD flow field calculation from 3D cardiac MRI data. - Yao, Tina; Pajaziti, Endrit; Quail, Michael; Schievano, Silvia; Steeden, Jennifer Anne; Muthurangu, Vivek (CoRR, 2024)

Shape-driven deep neural networks for fast acquisition of aortic 3D pressure and velocity flow fields. - Pajaziti, Endrit; Montalt-Tordera, Javier; Capelli, Claudio; Sivera, Raphaël; Sauvage, Emilie; Quail, Michael; Schievano, Silvia; Muthurangu, Vivek (PLoS Comput. Biol., 2023)

Toward Autonomous Pulmonary Artery Catheterization: A Learning-based Robotic Navigation System. - Wang, Yaxi; Muthurangu, Vivek; Wurdemann, Helge A. (2023)

HyperSLICE: HyperBand optimised Spiral for Low-latency Interactive Cardiac Examination. - Jaubert, Olivier; Montalt-Tordera, Javier; Knight, Daniel; Arridge, Simon R.; Steeden, Jennifer Anne; Muthurangu, Vivek (CoRR, 2023)

Deep Learning Pipeline for Preprocessing and Segmenting Cardiac Magnetic Resonance of Single Ventricle Patients from an Image Registry. - Yao, Tina; Clair, Nicole St.; Miller, Gabriel F.; Dorfman, Adam L.; Fogel, Mark A.; Ghelani, Sunil J.; Krishnamurthy, Rajesh; Lam, Christopher Z.; Robinson, Joshua D.; Schidlow, David; Slesnick, Timothy C.; Weigand, Justin; et al. (CoRR, 2023)

GLADE: Gradient Loss Augmented Degradation Enhancement for Unpaired Super-Resolution of Anisotropic MRI. - Pascale, Michele; Muthurangu, Vivek; Montalt-Tordera, Javier; Fitzke, Heather E.; Bhatnagar, Gauraang; Taylor, Stuart; Steeden, Jennifer Anne (CoRR, 2023)

Investigating the use of publicly available natural videos to learn Dynamic MR image reconstruction. - Jaubert, Olivier; Pascale, Michele; Montalt-Tordera, Javier; Akesson, Julius; Virsinskaite, Ruta; Knight, Daniel; Arridge, Simon R.; Steeden, Jennifer Anne; Muthurangu, Vivek (CoRR, 2023)

FReSCO: Flow Reconstruction and Segmentation for low latency Cardiac Output monitoring using deep artifact suppression and segmentation. - Jaubert, Olivier; Montalt-Tordera, Javier; Brown, James; Knight, Daniel; Arridge, Simon R.; Steeden, Jennifer Anne; Muthurangu, Vivek (CoRR, 2022)

Deep neural networks for fast acquisition of aortic 3D pressure and velocity flow fields. - Pajaziti, Endrit; Montalt-Tordera, Javier; Capelli, Claudio; Sivera, Raphaël; Sauvage, Emilie; Schievano, Silvia; Muthurangu, Vivek (CoRR, 2022)

The role of artificial intelligence in healthcare: a structured literature review. - Secinaro, Silvana; Calandra, Davide; Secinaro, Aurelio; Muthurangu, Vivek; Biancone, Paolo (BMC Medical Informatics Decis. Mak., 2021)

Machine Learning in Magnetic Resonance Imaging: Image Reconstruction. - Montalt-Tordera, Javier; Muthurangu, Vivek; Hauptmann, Andreas; Steeden, Jennifer Anne (CoRR, 2020)

Impact of predictive medicine on therapeutic decision making: a randomized controlled trial in congenital heart disease. - Naci, Huseyin; Salcher-Konrad, Maximilian; Mcguire, Alistair; Berger, Felix; Kühne, Titus; Goubergrits, Leonid; Muthurangu, Vivek; Wilson, Ben; Kelm, Marcus (npj Digit. Medicine, 2019)

Rapid Whole-Heart CMR with Single Volume Super-resolution. - Steeden, Jennifer Anne; Quail, Michael; Gotschy, Alexander; Hauptmann, Andreas; Arridge, Simon R.; Jones, Rodney; Muthurangu, Vivek (CoRR, 2019)

Real-time Cardiovascular MR with Spatio-temporal De-aliasing using Deep Learning - Proof of Concept in Congenital Heart Disease. - Hauptmann, Andreas; Arridge, Simon R.; Lucka, Felix; Muthurangu, Vivek; Steeden, Jennifer Anne (CoRR, 2018)

Differential impact of local stiffening and narrowing on hemodynamics in repaired aortic coarctation: an FSI study. - Taelman, Liesbeth; Bols, Joris; Degroote, Joris; Muthurangu, Vivek; Panzer, Joseph; Vierendeels, Jan A.; Segers, Patrick (Medical Biol. Eng. Comput., 2016)

Implementation of a generalized heterogeneous image reconstruction system for clinical magnetic resonance. - Kowalik, Grzegorz Tomasz; Steeden, Jennifer Anne; Muthurangu, Vivek (Concurr. Comput. Pract. Exp., 2015)

Implementation of a Heterogeneous Image Reconstruction System for Clinical Magnetic Resonance. - Kowalik, Grzegorz Tomasz; Steeden, Jennifer Anne; Atkinson, David; Taylor, Andrew; Muthurangu, Vivek (2013)