超分辨率模型小抄(1)

前言

超分辨率也作为计算机视觉一个基础任务,这里简要记录一些有意思的模型。
包括 视频超分辨率VSR(Video Super Resolution) 和 单帧超分辨率SISR(Single Image Super Resolution)。



SISR

SwinIR

虽然是图像回复任务,但也可以用来做超分
论文: SwinIR: Image Restoration Using Swin Transformer
代码: https://github.com/JingyunLiang/SwinIR



SR3

基于扩散模型
Image Super-Resolution via Iterative Refinement
使用unet



SPSR

CVPR 2020
论文: Structure-Preserving Super Resolution with Gradient Guidance

代码: https://github.com/Maclory/SPSR


USRNet

2020 cvpr
论文: Deep Unfolding Network for Image Super-Resolution
代码: https://github.com/cszn/USRNet



VSR

BasicVSR++

CVPR 2022
论文: BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment

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转载自blog.csdn.net/weixin_43850253/article/details/126141686