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Carlos Martín-Isla
Carlos Martín-Isla
PhD
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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
2652021
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
1592020
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
792020
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
342020
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
212022
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
162023
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
162023
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
162023
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
152021
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
142020
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
122022
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
102023
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
82022
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
62022
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
52020
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
42022
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
22021
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
12021
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
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
2023
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