The experimental results show that this method can effectively integrate the channel attention module and the fully convolutional autoencoder. Although it is an unsupervised feature learning model, it ...

In this study, we proposed a practically applicable pipeline, consisting of a denoising autoencoder with the spectral ... including multilayer perceptron (MLP), convolutional neural network (CNN), and ...

Abstract: We propose a novel technique to incorporate attention within convolutional neural networks using feature ... Results show highly competitive performance when compared with U-Net and it's ...

Brain vessel status is a promising biomarker for better prevention and treatment in cerebrovascular disease. However, classic rule-based vessel segmentation algorithms need to be hand-crafted and are ...