3. Stacked Convolutional Autoencoder with Fusion Selection Kernel Attention Mechanism. 3.1. Construction of Network Structure. In this paper, the stacked convolutional autoencoder network structure ...

In the experiments, three different backbone models for denoising autoencoders are studied, including multilayer perceptron (MLP), convolutional neural network (CNN), and U-Net. While the ensemble ...

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 ...

It is a specialized convolutional neural net (CNN) with an encoding down-sampling path and an up-sampling decoding path similar to an autoencoder architecture. It was specifically designed for ...