Awesome Super Resolution

A curated list of awesome super resolution resources, including tranditional super resolution methods and current deep learning methods.

Table of Contents

• Traditional Methods
• Deep Learning
  • Single Image Super Resolution
  • Video Super Resolution
  • Face Super Resolution
  • Character Super Resolution

Traditional Methods

Deep Learning

Single Image Super Resolution

Introduction

Performances

Video Super Resolution

Introduction

3DSRnet: Video Super-resolution using 3D Convolutional Neural Networks

• Soo Ye Kim, Jeongyeon Lim, Taeyoung Na, Munchurl Kim Arxiv 201812
  • 3D-CNNs for spatio-temporal feature extraction.
  • Scene change detection and frame replacement subnet.
  • Vid4 4scale psnr=25.71 ssim=0.7588.

Temporally Coherent GANs for Video Super-Resolution (TecoGAN)

• Mengyu Chu, You Xie, Laura Leal-Taixé, Nils Thuerey Arxiv 201811

Performances

Face Super Resolution

Introduction

Performances

Character Super Resolution

Introduction

Performances