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Super Resolution Model Cheat Sheet (1)
2022-08-07 00:23:00 【Andy Dennis】
Foreword
Super-resolution is also a fundamental task in computer vision. Here are some interesting models that are briefly documented.
Including Video Super Resolution VSR (Video Super Resolution) and Single Frame Super Resolution SISR (Single Image Super Resolution).
SISR
SwinIR
Although it is an image restoration task, it can also be used for superscoring
Paper: SwinIR: Image Restoration Using Swin Transformer
Code: https://github.com/JingyunLiang/SwinIR

SR3
Based on Diffusion Models
Image Super-Resolution via Iterative Refinement
Using unet
SPSR
CVPR 2020
Papers: Structure-Preserving Super Resolution with Gradient Guidance
Code: https://github.com/Maclory/SPSR

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

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

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