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Polyxeni Gkontra
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Multi-Centre, Multi-Vendor and Multi-Disease Cardiac Segmentation: The M&Ms Challenge
VM Campello, P Gkontra, C Izquierdo, C Martín-Isla, A Sojoudi, PM Full, ...
IEEE Transactions on Medical Imaging, 2021
3142021
Data preparation for artificial intelligence in medical imaging: A comprehensive guide to open-access platforms and tools
O Diaz, K Kushibar, R Osuala, A Linardos, L Garrucho, L Igual, P Radeva, ...
Physica Medica 83, 25-37, 2021
1032021
Macrophages promote endothelial-to-mesenchymal transition via MT1-MMP/TGFβ1 after myocardial infarction
L Alonso-Herranz, Á Sahún-Español, A Paredes, P Gonzalo, P Gkontra, ...
eLife 9, e57920, 2020
592020
PRIMAGE project: predictive in silico multiscale analytics to support childhood cancer personalised evaluation empowered by imaging biomarkers
L Martí-Bonmatí, Á Alberich-Bayarri, R Ladenstein, I Blanquer, ...
European Radiology Experimental 4, 1-11, 2020
562020
Federated learning for multi-center imaging diagnostics: a simulation study in cardiovascular disease
A Linardos, K Kushibar, S Walsh, P Gkontra, K Lekadir
Scientific Reports 12 (1), 1-12, 2022
532022
Deep Learning Segmentation of the Right Ventricle in Cardiac MRI: The M&ms Challenge
C Martín-Isla, VM Campello, C Izquierdo, K Kushibar, C Sendra-Balcells, ...
IEEE Journal of Biomedical and Health Informatics, 2023
252023
REPEATABILITY OF CARDIAC MAGNETIC RESONANCE RADIOMICS: A MULTICENTRE MULTI-VENDOR TEST-RETEST STUDY
Z Raisi-Estabragh, P Gkontra, A Jaggi, J Cooper, JB Augusto, A Bhuva, ...
Frontiers in Cardiovascular Medicine 7, 289, 2020
252020
Explainable Artificial Intelligence and Cardiac Imaging: Toward More Interpretable Models
A Salih, I Boscolo Galazzo, P Gkontra, AM Lee, K Lekadir, ...
Circulation: Cardiovascular Imaging 16 (4), e014519, 2023
242023
Accurate and fully automatic hippocampus segmentation using subject-specific 3D optimal local maps into a hybrid active contour model
D Zarpalas, P Gkontra, P Daras, N Maglaveras
IEEE journal of translational engineering in health and medicine 2, 1-16, 2014
242014
Deciphering microvascular changes after myocardial infarction through 3D fully automated image analysis
P Gkontra, KA Norton, MM Żak, C Clemente, J Agüero, B Ibáñez, A Santos, ...
Scientific reports 8 (1), 1854, 2018
232018
New imaging signatures of cardiac alterations in ischaemic heart disease and cerebrovascular disease using CMR radiomics
E Rauseo, C Izquierdo Morcillo, Z Raisi-Estabragh, P Gkontra, N Aung, ...
Frontiers in Cardiovascular Medicine, 1209, 2021
202021
Cardiac magnetic resonance radiomics reveal differential impact of sex, age, and vascular risk factors on cardiac structure and myocardial tissue
Z Raisi-Estabragh, A Jaggi, P Gkontra, C McCracken, N Aung, PB Munroe, ...
Frontiers in cardiovascular medicine, 1972, 2021
202021
Radiomics-based classification of left ventricular noncompaction, hypertrophic cardiomyopathy, and dilated cardiomyopathy in cardiovascular magnetic resonance
C Izquierdo, G Casas, C Martin Isla, VM Campello, A Guala, P Gkontra, ...
Frontiers in Cardiovascular Medicine, 1502, 2021
182021
Estimation of biological heart age using cardiovascular magnetic resonance radiomics
Z Raisi-Estabragh, A Salih, P Gkontra, A Atehortúa, P Radeva, ...
Scientific reports 12 (1), 1-12, 2022
172022
Clinician's guide to trustworthy and responsible artificial intelligence in cardiovascular imaging
L Szabo, Z Raisi-Estabragh, A Salih, C McCracken, ER Pujadas, ...
Frontiers in Cardiovascular Medicine 9, 2022
162022
Stacked BCDU-Net with Semantic CMR Synthesis: Application to Myocardial Pathology Segmentation Challenge
C Martín-Isla, M Asadi-Aghbolaghi, P Gkontra, VM Campello, S Escalera, ...
Myocardial Pathology Segmentation Combining Multi-Sequence CMR Challenge, 1-16, 2020
142020
Gradient-based reliability maps for ACM-based segmentation of hippocampus
D Zarpalas, P Gkontra, P Daras, N Maglaveras
IEEE Transactions on Biomedical Engineering 61 (4), 1015-1026, 2014
142014
Dynamic Changes in Microvascular Flow Conductivity and Perfusion After Myocardial Infarction Shown by Image‐Based Modeling
P Gkontra, WK El‐Bouri, KA Norton, A Santos, AS Popel, SJ Payne, ...
Journal of the American Heart Association 8 (7), e011058, 2019
132019
Hippocampus segmentation through gradient based reliability maps for local blending of ACM energy terms
D Zarpalas, P Gkontra, P Daras, N Maglaveras
Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on, 53-56, 2013
132013
Machine and deep learning for longitudinal biomedical data: a review of methods and applications
A Cascarano, J Mur-Petit, J Hernández-González, M Camacho, ...
Artificial Intelligence Review, 1-61, 2023
122023
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