Deep learning-based segmentation and strain analysis of left heart chambers from long-axis CMR images
Generalizable DL-based LV and LA segmentation on LAX-CMR images was proposed. Its combination with FT resulted in fully automated and reliable LV and LA strain measures, reaching human reproducibility.
Authors
- Nadjia Kachenoura (ORCID: https://orcid.org/0000-0002-5269-3246)
- Alban Redheuil (ORCID: https://orcid.org/0000-0002-1002-9902)
- Gilles Montalescot (ORCID: https://orcid.org/0000-0003-0824-6809)
- Khaoula Bouazizi (ORCID: https://orcid.org/0000-0001-9492-4703)
- Jérôme Lamy (ORCID: https://orcid.org/0000-0003-1931-2971)
- Thomas Dietenbeck (ORCID: https://orcid.org/0000-0001-5643-0497)
- Thomas Wallet
- Vincent Nguyen (ORCID: https://orcid.org/0000-0002-6695-7943)
- Émilie Bollache (ORCID: https://orcid.org/0000-0002-0480-4028)
- Mikaël Prigent
- Moussa Gueda Moussa
- Michel Zeitouni (ORCID: https://orcid.org/0000-0001-9562-3128)
- Mohamed Zarai
- Antonio Gallo (ORCID: https://orcid.org/0000-0002-8887-994X)
- Niki Procopi (ORCID: https://orcid.org/0000-0001-7700-0744)
- Perrine Marsac
- Elie Mousseaux (ORCID: https://orcid.org/0000-0002-9893-9694)
- Jonas Leite
Institutions
- Centre National de la Recherche Scientifique (FR)
- Inserm (FR)
- Université Paris Cité (FR)
- Sorbonne Université (FR)
- Assistance Publique – Hôpitaux de Paris (FR)
- Laboratoire d’Imagerie Biomédicale (FR)
- Pitié-Salpêtrière Hospital (FR)
- Paris Cardiovascular Research Center (FR)
- European Hospital (IT)
- ACTION (US)
- Fondation pour l’innovation en Cadiométabolisme et Nutrition (FR)
Publication Details
- Journal
- European Heart Journal - Imaging Methods and Practice
- Published
- 2024-10-01
- DOI
- https://doi.org/10.1093/ehjimp/qyaf070
- Citations
- 1
- Primary Topic
- Cardiac Imaging and Diagnostics
- Type
- article
- Field-Weighted Citation Impact
- 0.40
Funders
- Horizon 2020 Framework Programme