Sources of systematic bias in hypercapnia-calibrated functional MRI estimation of oxygen metabolism. - Peter A. Chiarelli; Daniel P. Bulte; Stefan K. Piechnik; Peter Jezzard (NeuroImage, 2007)

Modelling vascular reactivity to investigate the basis of the relationship between cerebral blood volume and flow under CO2 manipulation. - Stefan K. Piechnik; Peter A. Chiarelli; Peter Jezzard (NeuroImage, 2008)

Towards the Semantic Enrichment of Free-Text Annotation of Image Quality Assessment for UK Biobank Cardiac Cine MRI Scans. - Valentina Carapella; Ernesto Jiménez-Ruiz; Elena Lukaschuk; Nay Aung; Kenneth Fung; José Miguel Paiva; Mihir Sanghvi; Stefan Neubauer; Steffen E. Petersen; Ian Horrocks 001; Stefan K. Piechnik (LABELS/DLMIA@MICCAI, 2016)

Towards the Creation of the Cardiovascular Magnetic Resonance Quality Assessment Ontology (CMR-QA). - Ernesto Jiménez-Ruiz; Valentina Carapella; Elena Lukaschuk; Nay Aung; Kenneth Fung; José Miguel Paiva; Mihir Sanghvi; Stefan Neubauer; Steffen E. Petersen; Ian Horrocks 001; Stefan K. Piechnik (SWAT4LS, 2016)

Human-level CMR image analysis with deep fully convolutional networks. - Wenjia Bai; Matthew Sinclair; Giacomo Tarroni; Ozan Oktay; Martin Rajchl; Ghislain Vaillant; Aaron M. Lee; Nay Aung; Elena Lukaschuk; Mihir M. Sanghvi; Filip Zemrak; Kenneth Fung; et al. (CoRR, 2017)

High Throughput Computation of Reference Ranges of Biventricular Cardiac Function on the UK Biobank Population Cohort. - Rahman Attar; Marco Pereañez; Ali Gooya; Xènia Albà; Le Zhang 005; Stefan K. Piechnik; Stefan Neubauer; Steffen E. Petersen; Alejandro F. Frangi (STACOM@MICCAI, 2018)

Joint Learning of Motion Estimation and Segmentation for Cardiac MR Image Sequences. - Chen Qin; Wenjia Bai; Jo Schlemper; Steffen E. Petersen; Stefan K. Piechnik; Stefan Neubauer; Daniel Rueckert (MICCAI (2), 2018)

Joint Motion Estimation and Segmentation from Undersampled Cardiac MR Image. - Chen Qin; Wenjia Bai; Jo Schlemper; Steffen E. Petersen; Stefan K. Piechnik; Stefan Neubauer; Daniel Rueckert (MLMIR@MICCAI, 2018)

Real-Time Prediction of Segmentation Quality. - Robert Robinson; Ozan Oktay; Wenjia Bai; Vanya V. Valindria; Mihir M. Sanghvi; Nay Aung; José Miguel Paiva; Filip Zemrak; Kenneth Fung; Elena Lukaschuk; Aaron M. Lee; Valentina Carapella; et al. (MICCAI (4), 2018)

Multi-Input and Dataset-Invariant Adversarial Learning (MDAL) for Left and Right-Ventricular Coverage Estimation in Cardiac MRI. - Le Zhang 005; Marco Pereañez; Stefan K. Piechnik; Stefan Neubauer; Steffen E. Petersen; Alejandro F. Frangi (MICCAI (2), 2018)

Automatic Assessment of Full Left Ventricular Coverage in Cardiac Cine Magnetic Resonance Imaging with Fisher-Discriminative 3D CNN. - Le Zhang 005; Ali Gooya; Marco Pereañez; Bo Dong 001; Stefan K. Piechnik; Stefan Neubauer; Steffen E. Petersen; Alejandro F. Frangi (CoRR, 2018)

Image Quality Assessment for Population Cardiac Magnetic Resonance Imaging. - Le Zhang 005; Marco Pereañez; Stefan K. Piechnik; Stefan Neubauer; Steffen E. Petersen; Alejandro F. Frangi (Deep Learning and Convolutional Neural Networks for Medical Imaging and Clinical Informatics, 2019)

End-Diastolic and End-Systolic LV Morphology in the Presence of Cardiovascular Risk Factors: A UK Biobank Study. - Kathleen Gilbert; Avan Suinesiaputra; Stefan Neubauer; Stefan K. Piechnik; Nay Aung; Steffen E. Petersen; Alistair A. Young (FIMH, 2019)

3D Cardiac Shape Prediction with Deep Neural Networks: Simultaneous Use of Images and Patient Metadata. - Rahman Attar; Marco Pereañez; Christopher Bowles; Stefan K. Piechnik; Stefan Neubauer; Steffen E. Petersen; Alejandro F. Frangi (MICCAI (2), 2019)

Quality Control-Driven Image Segmentation Towards Reliable Automatic Image Analysis in Large-Scale Cardiovascular Magnetic Resonance Aortic Cine Imaging. - Evan Hann; Luca Biasiolli; Qiang Zhang 009; Iulia A. Popescu; Konrad Werys; Elena Lukaschuk; Valentina Carapella; José Miguel Paiva; Nay Aung; Jennifer J. Rayner; Kenneth Fung; Henrike Puchta; et al. (MICCAI (2), 2019)

Missing Slice Imputation in Population CMR Imaging via Conditional Generative Adversarial Nets. - Le Zhang 005; Marco Pereañez; Christopher Bowles; Stefan K. Piechnik; Stefan Neubauer; Steffen E. Petersen; Alejandro F. Frangi (MICCAI (2), 2019)

Unsupervised Standard Plane Synthesis in Population Cine MRI via Cycle-Consistent Adversarial Networks. - Le Zhang 005; Marco Pereañez; Christopher Bowles; Stefan K. Piechnik; Stefan Neubauer; Steffen E. Petersen; Alejandro F. Frangi (MICCAI (2), 2019)

Automated Quality Control in Image Segmentation: Application to the UK Biobank Cardiac MR Imaging Study. - Robert Robinson; Vanya V. Valindria; Wenjia Bai; Ozan Oktay; Bernhard Kainz; Hideaki Suzuki; Mihir M. Sanghvi; Nay Aung; José Miguel Paiva; Filip Zemrak; Kenneth Fung; Elena Lukaschuk; et al. (CoRR, 2019)

Improving the generalizability of convolutional neural network-based segmentation on CMR images. - Chen Chen 042; Wenjia Bai; Rhodri H. Davies; Anish N. Bhuva; Charlotte Manisty; James C. Moon; Nay Aung; Aaron M. Lee; Mihir M. Sanghvi; Kenneth Fung; José Miguel Paiva; Steffen E. Petersen; et al. (CoRR, 2019)

Quantitative CMR population imaging on 20, 000 subjects of the UK Biobank imaging study: LV/RV quantification pipeline and its evaluation. - Rahman Attar; Marco Pereañez; Ali Gooya; Xènia Albà; Le Zhang 005; Milton Hoz de Vila; Aaron M. Lee; Nay Aung; Elena Lukaschuk; Mihir M. Sanghvi; Kenneth Fung; José Miguel Paiva; et al. (Medical Image Anal., 2019)

Automatic Assessment of Full Left Ventricular Coverage in Cardiac Cine Magnetic Resonance Imaging With Fisher-Discriminative 3-D CNN. - Le Zhang 005; Ali Gooya; Marco Pereañez; Bo Dong 001; Stefan K. Piechnik; Stefan Neubauer; Steffen E. Petersen; Alejandro F. Frangi (IEEE Trans. Biomed. Eng., 2019)

Deep learning with attention supervision for automated motion artefact detection in quality control of cardiac T1-mapping. - Qiang Zhang 009; Evan Hann; Konrad Werys; Cody Wu; Iulia A. Popescu; Elena Lukaschuk; Ahmet Barutcu; Vanessa M. Ferreira; Stefan K. Piechnik (Artif. Intell. Medicine, 2020)

Fully Automated Myocardial Strain Estimation from CMR Tagged Images using a Deep Learning Framework in the UK Biobank. - Edward Ferdian; Avan Suinesiaputra; Kenneth Fung; Nay Aung; Elena Lukaschuk; Ahmet Barutcu; Edd Maclean; José Miguel Paiva; Stefan K. Piechnik; Stefan Neubauer; Steffen E. Petersen; Alistair A. Young (CoRR, 2020)

Improving cardiac MRI convolutional neural network segmentation on small training datasets and dataset shift: A continuous kernel cut approach. - Fumin Guo; Matthew Ng; Maged Goubran; Steffen E. Petersen; Stefan K. Piechnik; Stefan Neubauer; Graham A. Wright (Medical Image Anal., 2020)

Total Mapping Toolbox (TOMATO): An open source library for cardiac magnetic resonance parametric mapping. - Konrad Werys; Iulius Dragonu; Qiang Zhang 009; Iulia A. Popescu; Evan Hann; Henrike Puchta; Agata Kubik; Dogan Polat; Cody Wu; Niall O. Moon; Ahmet Barutcu; Vanessa M. Ferreira; et al. (SoftwareX, 2020)

Fairness in Cardiac MR Image Analysis: An Investigation of Bias Due to Data Imbalance in Deep Learning Based Segmentation. - Esther Puyol-Antón; Bram Ruijsink; Stefan K. Piechnik; Stefan Neubauer; Steffen E. Petersen; Reza Razavi; Andrew P. King (MICCAI (3), 2021)

Ensemble of Deep Convolutional Neural Networks with Monte Carlo Dropout Sampling for Automated Image Segmentation Quality Control and Robust Deep Learning Using Small Datasets. - Evan Hann; Ricardo A. Gonzales; Iulia A. Popescu; Qiang Zhang 009; Vanessa M. Ferreira; Stefan K. Piechnik (MIUA, 2021)

Shape registration with learned deformations for 3D shape reconstruction from sparse and incomplete point clouds. - Xiang Chen 008; Nishant Ravikumar; Yan Xia 002; Rahman Attar; Andres Diaz-Pinto; Stefan K. Piechnik; Stefan Neubauer; Steffen E. Petersen; Alejandro F. Frangi (Medical Image Anal., 2021)

Deep neural network ensemble for on-the-fly quality control-driven segmentation of cardiac MRI T1 mapping. - Evan Hann; Iulia A. Popescu; Qiang Zhang 009; Ricardo A. Gonzales; Ahmet Barutcu; Stefan Neubauer; Vanessa M. Ferreira; Stefan K. Piechnik (Medical Image Anal., 2021)

Recovering from missing data in population imaging - Cardiac MR image imputation via conditional generative adversarial nets. - Yan Xia 002; Le Zhang 005; Nishant Ravikumar; Rahman Attar; Stefan K. Piechnik; Stefan Neubauer; Steffen E. Petersen; Alejandro F. Frangi (Medical Image Anal., 2021)

Estimating Uncertainty in Neural Networks for Cardiac MRI Segmentation: A Benchmark Study. - Matthew Ng; Fumin Guo; Labonny Biswas; Steffen E. Petersen; Stefan K. Piechnik; Stefan Neubauer; Graham A. Wright (IEEE Trans. Biomed. Eng., 2023)

Automatic Plane Pose Estimation for Cardiac Left Ventricle Coverage Estimation via Deep Adversarial Regression Network. - Le Zhang 005; Kevin Bronik; Stefan K. Piechnik; Joao A. C. Lima; Stefan Neubauer; Steffen E. Petersen; Alejandro F. Frangi (IEEE Trans. Artif. Intell., 2024)

RefineSeg: Dual Coarse-to-Fine Learning for Medical Image Segmentation. - Anghong Du; Nay Aung; Theodoros N. Arvanitis; Stefan K. Piechnik; Joao A. C. Lima; Steffen E. Petersen; Le Zhang 005 (CoRR, 2025)