🫀Centralized review of imaging
📊Quantitative analysis and qualitative
🤖AI development and validation
📑Methodological support and scientific







As an academic team or
industrial partner
Working with MIRACL.ai means partnering with a leading academic Core Lab in multimodal cardiovascular imaging, at the heart of a clinical, scientific and technological environment of excellence.
MIRACL.ai supports you throughout the lifecycle of your projects, from data to scientific valorization, according to recognized methodological, regulatory and academic standards.
We intervene on the following areas:
Building cardiovascular imaging databases
Multicenter collection, anonymization, harmonization and structuring of data for research projects, methodological developments or artificial intelligence applications.
Expert and standardized centralized review
Image analysis by specialized readers following validated protocols, with divergence management, traceability and quality control.
Producing reliable ground truths
Annotations, segmentations, scorings and imaging variable extractions used as references for clinical research and algorithm development.
AI algorithm development and validation
Methodological support for training, evaluation and validation of cardiovascular imaging models.
Scientific and collaborative valorization
Publications, communications, ancillary studies, structuring of collaborative academic and industrial projects.
Constitution de bases de données d'imagerie cardiovasculaire.
Collecte multicentrique, anonymisation, harmonisation, structuration...
Analyse experte et standardisée des images.
Protocoles validés, gestion des divergences, traçabilité, contrôle qualité...
Production de vérités terrain fiables.
Segmentations, scorings, extractions de variables, ground truth...
Développement et validation d'algorithmes.
Entraînement, évaluation, validation de modèles...
Valorisation scientifique et collaborative.
Publications, communications, projets collaboratifs...
Constitution de bases de données d'imagerie cardiovasculaire.
Collecte multicentrique, anonymisation, harmonisation, structuration...
Analyse experte et standardisée des images.
Protocoles validés, gestion des divergences, traçabilité, contrôle qualité...
Production de vérités terrain fiables.
Segmentations, scorings, extractions de variables, ground truth...
Développement et validation d'algorithmes.
Entraînement, évaluation, validation de modèles...
Valorisation scientifique et collaborative.
Publications, communications, projets collaboratifs...
Constitution de bases de données d'imagerie cardiovasculaire.
Collecte multicentrique, anonymisation, harmonisation, structuration...
Analyse experte et standardisée des images.
Protocoles validés, gestion des divergences, traçabilité, contrôle qualité...
Production de vérités terrain fiables.
Segmentations, scorings, extractions de variables, ground truth...
Développement et validation d'algorithmes.
Entraînement, évaluation, validation de modèles...
Valorisation scientifique et collaborative.
Publications, communications, projets collaboratifs...
Survolez les étapes pour plus de détails
Have a cardiovascular imaging project? Our team is here to support you.