Annotation-free FreeHemoSeg, trained only on synthetic GMH-IVH lesions from normal fetal MRI, matches or beats limited supervised and unsupervised baselines on multicentre detection and segmentation.
LeFusion: Synthesizing Myocardial Pathology on Cardiac MRI via Lesion-Focus Diffusion Models
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Annotation-free deep learning for detection and segmentation of fetal germinal matrix-intraventricular hemorrhage in brain MRI
Annotation-free FreeHemoSeg, trained only on synthetic GMH-IVH lesions from normal fetal MRI, matches or beats limited supervised and unsupervised baselines on multicentre detection and segmentation.