Efficient cardiac MRI multi-structure segmentation for cardiovascular assessment with limited annotation by integrating data-level and network-level consistency - PubMed
4 days ago
- #segmentation
- #semi-supervised learning
- #cardiac MRI
- Accurate segmentation of cardiac MRI anatomical structures is crucial for cardiovascular disease management.
- Deep learning techniques show promise but require large labeled datasets, which are challenging to obtain in cardiac imaging.
- Proposes a mutual ensemble framework integrating data-level and network-level consistency for semi-supervised learning.
- The approach effectively utilizes limited labeled and abundant unlabeled data to improve segmentation performance.
- Outperforms existing segmentation methods under the same conditions.