Search Results for author: Dorothee Auer

Found 4 papers, 4 papers with code

DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation

1 code implementation28 Apr 2020 Mina Jafari, Dorothee Auer, Susan Francis, Jonathan Garibaldi, Xin Chen

In comparison with ResNet-based, DenseNet-based and attention network (AttnNet) based methods within the same encoder-decoder network structure, our method achieves significantly higher segmentation accuracy with fewer number of model parameters than DenseNet and AttnNet.

Image Segmentation Lesion Segmentation +3

A generic ensemble based deep convolutional neural network for semi-supervised medical image segmentation

1 code implementation16 Apr 2020 Ruizhe Li, Dorothee Auer, Christian Wagner, Xin Chen

To address this problem, we propose a generic semi-supervised learning framework for image segmentation based on a deep convolutional neural network (DCNN).

Image Segmentation Lesion Segmentation +5

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