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 • 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 • 20 Apr 2020 • Ning Zhang, Susan Francis, Rayaz Malik, Xin Chen
Most state-of-the-art deep learning methods require a large number of accurately annotated examples for model training.