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