Search Results for author: Dorothee Auer

Found 5 papers, 4 papers with code

MrRegNet: Multi-resolution Mask Guided Convolutional Neural Network for Medical Image Registration with Large Deformations

no code implementations16 May 2024 Ruizhe Li, Grazziela Figueredo, Dorothee Auer, Christian Wagner, Xin Chen

To address this challenge, this paper proposes a mask-guided encoder-decoder DCNN-based image registration method, named as MrRegNet.

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.

Decoder Image Segmentation +4

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).

Decoder Image Segmentation +6

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