Deep learning techniques for automatic MRI cardiac multi-structures segmentation and diagnosis: is the problem solved? O Bernard, A Lalande, C Zotti, F Cervenansky, X Yang, PA Heng, I Cetin, ... IEEE transactions on medical imaging 37 (11), 2514-2525, 2018 | 1555 | 2018 |
Multi-centre, multi-vendor and multi-disease cardiac segmentation: the M&Ms challenge VM Campello, P Gkontra, C Izquierdo, C Martin-Isla, A Sojoudi, PM Full, ... IEEE Transactions on Medical Imaging 40 (12), 3543-3554, 2021 | 315 | 2021 |
A review of heart chamber segmentation for structural and functional analysis using cardiac magnetic resonance imaging P Peng, K Lekadir, A Gooya, L Shao, SE Petersen, AF Frangi Magnetic Resonance Materials in Physics, Biology and Medicine 29, 155-195, 2016 | 311 | 2016 |
A convolutional neural network for automatic characterization of plaque composition in carotid ultrasound K Lekadir, A Galimzianova, A Betriu, M del Mar Vila, L Igual, DL Rubin, ... IEEE journal of biomedical and health informatics 21 (1), 48-55, 2016 | 212 | 2016 |
Image-based cardiac diagnosis with machine learning: a review C Martin-Isla, VM Campello, C Izquierdo, Z Raisi-Estabragh, B Baeßler, ... Frontiers in cardiovascular medicine 7, 1, 2020 | 172 | 2020 |
A high-resolution atlas and statistical model of the human heart from multislice CT C Hoogendoorn, N Duchateau, D Sanchez-Quintana, T Whitmarsh, ... IEEE transactions on medical imaging 32 (1), 28-44, 2012 | 105 | 2012 |
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 | 103 | 2021 |
Statistical shape modeling of the left ventricle: myocardial infarct classification challenge A Suinesiaputra, P Ablin, X Alba, M Alessandrini, J Allen, W Bai, S Cimen, ... IEEE journal of biomedical and health informatics 22 (2), 503-515, 2017 | 90 | 2017 |
Outlier detection and handling for robust 3-D active shape models search K Lekadir, R Merrifield, GZ Yang IEEE Transactions on Medical Imaging 26 (2), 212-222, 2007 | 88 | 2007 |
Cardiac magnetic resonance radiomics: basic principles and clinical perspectives Z Raisi-Estabragh, C Izquierdo, VM Campello, C Martin-Isla, A Jaggi, ... European Heart Journal-Cardiovascular Imaging 21 (4), 349-356, 2020 | 87 | 2020 |
Personalization of a cardiac electromechanical model using reduced order unscented Kalman filtering from regional volumes S Marchesseau, H Delingette, M Sermesant, R Cabrera-Lozoya, ... Medical image analysis 17 (7), 816-829, 2013 | 84 | 2013 |
FUTURE-AI: guiding principles and consensus recommendations for trustworthy artificial intelligence in medical imaging K Lekadir, R Osuala, C Gallin, N Lazrak, K Kushibar, G Tsakou, S Aussó, ... arXiv preprint arXiv:2109.09658, 2021 | 74 | 2021 |
Statistical interspace models (SIMs): application to robust 3D spine segmentation I Castro-Mateos, JM Pozo, M Pereañez, K Lekadir, A Lazary, AF Frangi IEEE transactions on medical imaging 34 (8), 1663-1675, 2015 | 72 | 2015 |
Automatic initialization and quality control of large-scale cardiac MRI segmentations X Alba, K Lekadir, M Pereanez, P Medrano-Gracia, AA Young, AF Frangi Medical image analysis 43, 129-141, 2018 | 69 | 2018 |
Cardiac segmentation on late gadolinium enhancement MRI: a benchmark study from multi-sequence cardiac MR segmentation challenge X Zhuang, J Xu, X Luo, C Chen, C Ouyang, D Rueckert, VM Campello, ... Medical Image Analysis 81, 102528, 2022 | 66 | 2022 |
A radiomics approach to computer-aided diagnosis with cardiac cine-MRI I Cetin, G Sanroma, SE Petersen, S Napel, O Camara, MAG Ballester, ... Statistical Atlases and Computational Models of the Heart. ACDC and MMWHS …, 2018 | 57 | 2018 |
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), 3551, 2022 | 52 | 2022 |
An algorithm for the segmentation of highly abnormal hearts using a generic statistical shape model X Alba, M Pereañez, C Hoogendoorn, AJ Swift, JM Wild, AF Frangi, ... IEEE transactions on medical imaging 35 (3), 845-859, 2015 | 48 | 2015 |
Automatic cardiac LV segmentation in MRI using modified graph cuts with smoothness and interslice constraints X Alba, RM Figueras i Ventura, K Lekadir, C Tobon‐Gomez, ... Magnetic resonance in medicine 72 (6), 1775-1784, 2014 | 46 | 2014 |
Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging R Osuala, K Kushibar, L Garrucho, A Linardos, Z Szafranowska, S Klein, ... Medical Image Analysis 84, 102704, 2023 | 45* | 2023 |