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 | 282 | 2021 |
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 | 166 | 2020 |
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 | 86 | 2020 |
Combining multi-sequence and synthetic images for improved segmentation of late gadolinium enhancement cardiac MRI VM Campello, C Martín-Isla, C Izquierdo, SE Petersen, MAG Ballester, ... Statistical Atlases and Computational Models of the Heart. Multi-Sequence …, 2020 | 35 | 2020 |
Biomedical image analysis competitions: The state of current participation practice M Eisenmann, A Reinke, V Weru, MD Tizabi, F Isensee, TJ Adler, ... arXiv preprint arXiv:2212.08568, 2022 | 23 | 2022 |
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 27 (7), 3302-3313, 2023 | 19 | 2023 |
Why is the winner the best? M Eisenmann, A Reinke, V Weru, MD Tizabi, F Isensee, TJ Adler, S Ali, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023 | 18 | 2023 |
MyoPS: A benchmark of myocardial pathology segmentation combining three-sequence cardiac magnetic resonance images L Li, F Wu, S Wang, X Luo, C Martín-Isla, S Zhai, J Zhang, Y Liu, Z Zhang, ... Medical Image Analysis 87, 102808, 2023 | 17 | 2023 |
Radiomics-based classification of left ventricular non-compaction, 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 8, 764312, 2021 | 17 | 2021 |
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 Cardiac Magnetic …, 2020 | 14 | 2020 |
Minimising multi-centre radiomics variability through image normalisation: a pilot study VM Campello, C Martín-Isla, C Izquierdo, A Guala, JFR Palomares, ... Scientific reports 12 (1), 12532, 2022 | 12 | 2022 |
Prediction of incident cardiovascular events using machine learning and CMR radiomics ER Pujadas, Z Raisi-Estabragh, L Szabo, C McCracken, CI Morcillo, ... European radiology 33 (5), 3488-3500, 2023 | 10 | 2023 |
Cardiac aging synthesis from cross-sectional data with conditional generative adversarial networks VM Campello, T Xia, X Liu, P Sanchez, C Martín-Isla, SE Petersen, ... Frontiers in Cardiovascular Medicine 9, 983091, 2022 | 8 | 2022 |
Domain generalization in deep learning for contrast-enhanced imaging C Sendra-Balcells, VM Campello, C Martín-Isla, D Viladés, ML Descalzo, ... Computers in Biology and Medicine 149, 106052, 2022 | 6 | 2022 |
Image-based cardiac diagnosis with machine learning: a review. Front Cardiovasc Med. 2020; 7: 1 C Martin-Isla, VM Campello, C Izquierdo, Z Raisi-Estabragh, B Baessler, ... Epub 2020/02/11. https://doi. org/10.3389/fcvm. 2020.00001. PubMed PMID …, 2020 | 5 | 2020 |
Atrial fibrillation prediction by combining ECG markers and CMR radiomics ER Pujadas, Z Raisi-Estabragh, L Szabo, CI Morcillo, VM Campello, ... Scientific Reports 12 (1), 18876, 2022 | 4 | 2022 |
nn-UNet training on CycleGAN-translated images for cross-modal domain adaptation in biomedical imaging S Joshi, R Osuala, C Martín-Isla, VM Campello, C Sendra-Balcells, ... International MICCAI Brainlesion Workshop, 540-551, 2021 | 3 | 2021 |
Radiomics analysis enhances the diagnostic performance of CMR stress perfusion: a proof-of-concept study using the Dan-NICAD dataset Z Raisi-Estabragh, C Martin-Isla, L Nissen, L Szabo, VM Campello, ... Frontiers in cardiovascular medicine 10, 2023 | 1 | 2023 |
Multi-center, multivendor automated segmentation of left ventricular anatomy in contrastenhanced MRI C Sendra-Balcells, VM Campello, C Martın-Isla, DV Medel, ML Descalzo, ... arXiv preprint arXiv:2110.07360, 2021 | 1 | 2021 |
Auditing Unfair Biases in CNN-Based Diagnosis of Alzheimer’s Disease VN Dang, A Casamitjana, MPA Starmans, C Martín-Isla, ... Workshop on Clinical Image-Based Procedures, 172-182, 2023 | | 2023 |