1 code implementation • 16 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.
1 code implementation • 3 Aug 2021 • Ruizhe Li, Matteo Bastiani, Dorothee Auer, Christian Wagner, Xin Chen
The proposed method was evaluated on a public brain MRI data set for age estimation.
1 code implementation • 28 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.
1 code implementation • 28 Apr 2020 • Mina Jafari, Ruizhe Li, Yue Xing, Dorothee Auer, Susan Francis, Jonathan Garibaldi, Xin Chen
In this paper, we present a generic deep convolutional neural network (DCNN) for multi-class image segmentation.
1 code implementation • 16 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).