Multi-scale attentionU-Net discriminatorIn this paper, we propose MSA-ESRGAN, a novel super-resolution model designed to enhance the perceptual quality of images. The key innovation of our approach lies in the integration of a multi-scale attention U-Net discriminator, which allows for more ...
最终,他们提出了一种基于 U - Net 骨干网络的新型网络结构 ——MSCA - UNet(Multi - scale conv - attention U - Net),相关研究成果发表在《Scientific Reports》上。 研究人员为开展此项研究,运用了多个关键技术方法。在模型构建方面,采用 U 形编码器 - 解码器架构,其中编码器包含四个阶段,每个阶段都引入自...
【ARIXV2209】Multi-Scale Attention Network for Single Image Super-Resolution代码:github.com/icandle/MAN 这是来自南开大学的工作,将多尺度机制与大核注意机制结合,用于图像超分辨率。 2022年初,大核卷积火了,Visual Attention Network (VAN)提出将大核卷积划为:depth-wise conv,dilated conv,和 point-wise con...
In this paper, we propose a novel multi-scale attention network (MSA-Net) for image inpainting to fill the irregular missing regions. For extracting the multi-scale context gradually, we design a multi-scale attention group (MSAG), which consists of several multi-scale attention units (MSAUs)...
上图是作者提出的 MADGNet 的总体结构图,整体采用了U-Net的网络结构,主要包括两个关键组件:多频率多尺度注意力块(Multi-Frequency in Multi-Scale Attention, MFMSA)和集成子解码模块(Ensemble Sub-Decoding Module, ESDM)。 MFMSA 医学图像具有不同的尺度和频率分布,这些分布反映了图像中不同大小和细节的特征。
【ARIXV2209】Multi-Scale Attention Network for Single Image Super-Resolution 代码:https://github.com/icandle/MAN 这是来自南开大学的工作,将多尺度机制与大核注意机制结合,用于图像超分辨率。 202
MSA-Net Multi-Scale Attention Network for Crowd Counting 2019 作者:亚马逊 论文:https://arxiv.org/abs/1901.06026 创新点: 在backbone中就产生了多尺度的density map,经过上采样后,加入软
Multi-scale attention module Attention mechanism can improve the ability of networks to suppress useless information. It does not require significant changes to the network architecture and only needs to introduce a small number of parameters to obtain higher accuracy. Oktay et al. [4] introduced a...
阅读笔记(paper+code):Residual Attention Network for Image Classification 代码链接:https://github.com/fwang91/residual-attention-network 深度学习中的attention,源自于人脑的注意力机制,当人的大脑接受到外部信息,如视觉信息、听觉信息时,往往不会对全部信息进行处理和理解,而只...Attention...
DMSANet: Dual Multi Scale Attention Network(2021CVPR)双尺度注意网络论文笔记,程序员大本营,技术文章内容聚合第一站。