3D Spatiotemporal cardiac reconstruction for predicting MACE in acute myocardial infarction - PubMed
3 days ago
- #Medical Imaging
- #Cardiovascular Events
- #Artificial Intelligence
- AI advancements in predicting MACE post-AMI, but current methods lack full CMR imaging potential.
- Introduction of ReconSeg3D for 3D bi-ventricular volume reconstruction from CMR, enhancing cardiac anatomy and motion analysis.
- Development of HeartTTable, integrating imaging and tabular data via spatiotemporal decomposition and cross-attention for MACE prediction.
- HeartTTable achieves superior 5-year AUC and C-index, outperforming traditional tabular feature-based models.
- Enhances long-term postoperative AMI management with data-driven decision support.