| 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 | 397 | 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 | 215 | 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 | 93 | 2020 |
| 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 | 52 | 2023 |
| 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 | 34 | 2022 |
| 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 | 31 | 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 | 27 | 2023 |
| 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 | 22 | 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 | 22 | 2021 |
| 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 | 19 | 2022 |
| 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 | 16 | 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 | 12 | 2022 |
| 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 | 12 | 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 | 10 | 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 | 6 | 2020 |
| MAMA-MIA: A Large-Scale Multi-Center Breast Cancer DCE-MRI Benchmark Dataset with Expert Segmentations L Garrucho, CA Reidel, K Kushibar, S Joshi, R Osuala, A Tsirikoglou, ... arXiv preprint arXiv:2406.13844, 2024 | 3 | 2024 |
| 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 | 3 | 2023 |
| 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 |
| Democratizing AI in Africa: FL for Low-Resource Edge Devices J Fabila, VM Campello, C Martín-Isla, J Obungoloch, K Leo, A Ronald, ... arXiv preprint arXiv:2408.17216, 2024 | 2 | 2024 |