.png){kind=icon}
返回
Lightweight Image Super-Resolution With Mobile Share-Source Network
.png){kind=icon}
OA
AI
DOI：10.1109/ACCESS.2020.2983079.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Within the development of the deep convolutional neural network, the great achievements had been made in the single-image super-resolution (SISR) task. However, the higher performance always comes with the deeper layers which also brings larger numbers of network operations and parameters that make it hard to implement in practice. In our work, a lightly super-resolution, named Mobile Share- Source Network (MSSN), is purposed to address these practical issues. In MSSN, a high-efficiency block, the mobile adaptive weighted residual unit, is designed to fulfill the need for the reduction in both parameters and the Mult-Adds while maintaining the performance with importing the deep separable convolution. Moreover, it brings into the Adaptive Weighted Share-Source Skip Connection, getting abundant information from the shallow layer which helps reconstruct better images. The experimental results show that our network has fewer numbers of parameters and operations than the state-of-the-art lightweight network while maintaining high reconstruction quality comparing with many state-of-the-art super-resolution methods in terms of both peak signal-to-noise ratio (PSNR) and structural similarity index metrics (SSIM).
Keyword:
Super-resolution
depthwise separable convolution
adaptive weighted module
lightweight network
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
3.6
论文数:
9.8W
被引数:
29.4W
机构
引用论文
Deep Differential Convolutional Network for Single Image Super-Resolution面向单幅图像超分辨率的深度差分卷积网络.png)
IEEE ACCESSOAAI
IEEE ACCESSIF3.6
OAAI分享收藏Under arrest: cytostatic factor (CSF)-mediated metaphase arrest in vertebrate eggs被捕: 脊椎动物卵中细胞生长抑制因子 (CSF) 介导的中期停滞
OAAI
OAAI分享收藏Red, green, and blue electrochromism in ambipolar poly(amine–amide–imide)s based on electroactive tetraphenyl‐p‐phenylenediamine units基于电活性四苯基 p-苯二胺单元的双极性聚 (胺-酰胺-酰亚胺) 中的红色，绿色和蓝色电致变色
PREAI
分享收藏分享收藏The power of obfuscation techniques in malicious JavaScript code: A measurement study恶意JavaScript代码中混淆技术的功能: 一项测量研究OAAI
OAAI分享收藏N-Doped Graphene-Supported PtRu Direct Methanol Fuel Cell Electrocatalysts氮掺杂石墨烯负载PtRu直接甲醇燃料电池电催化剂OAAI
OAAI分享收藏
查看更多内容