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Label-free Motion-Conditioned Diffusion Model for Cardiac Ultrasound Synthesis
Zhe Li, Hadrien Reynaud, Johanna P Müller +1
Ultrasound echocardiography is essential for the non-invasive, real-time assessment of cardiac function, but the scarcity of labelled data, driven by privacy restrictions and the c…
Diffusing the Blind Spot: Uterine MRI Synthesis with Diffusion Models
Johanna P. Müller, Anika Knupfer, Pedro Blöss +3
Despite significant progress in generative modelling, existing diffusion models often struggle to produce anatomically precise female pelvic images, limiting their application in g…
L-FUSION: Laplacian Fetal Ultrasound Segmentation & Uncertainty Estimation
Johanna P. Müller, Robert Wright, Thomas G. Day +6
Accurate analysis of prenatal ultrasound (US) is essential for early detection of developmental anomalies. However, operator dependency and technical limitations (e.g. intrinsic ar…