Abstract: U-Net convolutional neural networks have proved effective in accurate segmentation. However, there is a need for an objective optimization of its hyperparameters (HPs) to ensure stability ...

This article proposes a deep learning approach based on denoising autoencoder (DAE) for dealing with simultaneous ... The proposed DAE framework is equipped with a 1-D convolutional neural network, ...