most citedImpact of PCA-based preprocessing and different CNN structures on deformable registration of sonograms

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eess.IV2025

PCA for Enhanced Cross-Dataset Generalizability in Breast Ultrasound Tumor Segmentation

Christian Schmidt, Heinrich Martin Overhoff

In medical image segmentation, limited external validity remains a critical obstacle when models are deployed across unseen datasets, an issue particularly pronounced in the ultras…

eess.IV2023★ 1 cited

Estimation of mitral valve hinge point coordinates -- deep neural net for echocardiogram segmentation

Christian Schmidt, Heinrich Martin Overhoff

Cardiac image segmentation is a powerful tool in regard to diagnostics and treatment of cardiovascular diseases. Purely feature-based detection of anatomical structures like the mi…