论文介绍:提出一种单图像去雾网络DEA-Net,DEA-Net是一种有监督式学习,网络在以下几点有创新之处: 1.使用多种差分卷积(中心差分卷积,角度差分卷积,水平差分卷积,垂直差分卷积)来替换普通的卷积 2.提出内容引导注意(content-guided attention),它是由空间注意力(Spatial attention)和通道注意力(Channel attention) 3....
(3) Fusion结合在一起,作者提出了以 DEAB 和 DEB 作为基本块的网络 DEA-Net。DEA-NET分为三部分,编码器部分,特征转换部分,解码器部分。给定一个有雾的输入图像 I,DEA-Net 的目标是恢复相应的无雾图像 J。 如图所示,DEA-Net由三部分组成:编码器部分、特征变换部分和解码器部分。DEA-Net 中有两个下采样操...
Extensive experimental results demonstrate the effectiveness of our DEA-Net, outperforming the state-of-the-art (SOTA) methods by boosting the PSNR index over 41 dB with only 3.653 M parameters. The source code of our DEA-Net will be made available at https://github.com/cecret3350/DEA-Net....
在HCANet中,我们设计了两个紧凑型空间金字塔池化(CASPP和CASPP+)模块。CASPP 模块取代了 UNet 中的复制和裁剪操作,以提取ResNet多语义特征的多尺度上下文信息。CASPP+ 模块嵌入在 HCANet 解码器的中间层,以提供上下文信息的强大聚合路径。在HCANet的解码器中,CASPP模块获取的多尺度上下文信息被逐层分层合并,用于HRRS...
deanet.github.comdeanet.github.comPublic documentation - build with mkdocs - gitlab repository and gitlab ci HTML42 Uploading File into Google Drive (be...Uploading File into Google Drive (because grive too many dependencies qt, xorg ? ) ...
In this work, a novel deep learning network—Dual Encoder with Attention Network (DEANet) is proposed. In this network, a dual-branch encoder structure, whose first branch is used to generate a rough guidance feature map as area attention to help re-encode feature maps in the next branch,...
Therefore, this paper proposes a real-time image semantic segmentation method based on dual efficient attention mechanism (DEANet). Pyramid sampling is introduced into the channel dimension to extract multi-scale information, and higher resolution aggregation features are adopted as the input of the ...
In this section, firstly, the structure of DEANet is described. Then, a detailed introduction to each part of the framework is given. For the last part, the introduction to the lost function and a training strategy is presented. 2.1. Proposed Framework The framework of the network is shown...
These true American heroes and former DEA investigators are now public speakers who provide a lesson in history as they discuss their efforts bringing down the world’s first narco-terrorist, Pablo Escobar. #DEANarcos #Narcos #SteveMurphy #JavierPena #Pa
$ speedtest-cli -h usage: speedtest-cli [-h] [--share] [--simple] [--list] [--server SERVER] Command line interface for testing internet bandwidth using speedtest.net. --- https://github.com/sivel/speedtest-cli optional arguments: -h, --help show this help message and exit --share...