Search Results for author: Dominique Tio

Found 1 papers, 0 papers with code

3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images

no code implementations17 Mar 2020 Cheryl Sital, Tom Brosch, Dominique Tio, Alexander Raaijmakers, Jürgen Weese

The proposed learning strategies improved results in $75\%$ of the experiments compared to training from scratch and increased the dice score by up to $0. 040$ and $0. 024$ for a ratio of unlabeled to labeled training data of about $32 : 1$ and $12. 5 : 1$, respectively.

Image Segmentation Liver Segmentation +3

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