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Impact of PCA-based preprocessing and different CNN structures on deformable registration of sonograms
The impact of principal component analysis (PCA)-based pre-denoising of patient individual images, as well as the impact of modified net structures with differing complexities on registration results were examined visually and quantitatively, the latter using metrics for deformation and image similarity.
Estimation of mitral valve hinge point coordinates -- deep neural net for echocardiogram segmentation
Cardiac image segmentation is a powerful tool in regard to diagnostics and treatment of cardiovascular diseases.
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