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Latest development of ISR/VSR. Papers and related resources, mainly state-of-the-art and novel works in ICCV, ECCV and CVPR about image super-resolution and video super-resolution.

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Latest-development-of-ISR-VSR

[Updating...] Papers and related resources, mainly state-of-the-art and novel works in ICCV, ECCV and CVPR about image super-resolution and video super-resolution.

Contents

Metrics dispute

Suggestion in SR: CVPR2018 "The Perception-Distortion Tradeoff"

Latest survey

Upscale method

Unsupervised Super-Resolution Method

  1. "Zero-Shot" Super-Resolution using Deep Internal Learning, CVPR2018
  2. Unsupervised image super-resolution using cycle-in-cycle generative adversarial networks, CVPRW2018
  3. Adversarial training with cycle consistency for unsupervised super-resolution in endomicroscopy, Medical image analysis 2019
  4. Self-Supervised Fine-tuning for Image Enhancement of Super-Resolution Deep Neural Networks, arXiv2019
  5. Unsupervised Learning for Real-World Super-Resolution, arXiv2019
  6. Unsupervised Single-Image Super-Resolution with Multi-Gram Loss, MDPI2019

Real-Word Image Super-Resolution

  • Based on the proposed HR-LR Image Pairs
  1. Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data, ICCVW2021
    codes

  2. Toward Bridging the Simulated-to-Real Gap: Benchmarking Super-Reslution on Real Data, TPAMI2019

  3. Toward Real-World Single Image Super-Resolution: A New Benchmark and A New Model, ICCV2019

  4. Camera Lens Super-Resolution, CVPR2019

  5. Zoom to Learn, Learn to Zoom, CVPR2019

  • Based on the simulated degradation method
  1. Finding Discriminative Filters for Specific Degradations in Blind Super-Resolution, NeurIPS2021
    codes

  2. Blind Super-Resolution with Iterative Kernel Corrections, CVPR2019

  3. Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels, CVPR2019

  4. Blind Super-Resolution Kernel Estimation using an Internal-GAN, NeurIPS2019

  5. Kernel Modeling Super-Resolution on Real Low-Resolution Images, ICCV2019

  6. Unsupervised Degradation Representation Learning for Blind Super-Resolution, CVPR2021
    pytorch-codes

  7. Flow-based Kernel Prior with Application to Blind Super-Resolution, CVPR2021
    pytorch-codes

Stereo Image Super-Resolution

  1. Enhancing the Spatial Resolution of Stereo Images using a Parallax Prior, CVPR2018
  1. Learning Parallax Attention for Stereo Image Super-Resolution, CVPR2019
  1. Stereoscopic Image Super‑Resolution with Stereo Consistent Feature, AAAI2020 oral
  1. A Stereo Attention Module for Stereo Image Super-Resolution, SPL2020

Image Super-Resolution

Sorted by year and the format is: abbreviation, paper title, publicaiton, [highlights], related source code.

In 2021
In 2020
In 2019
In 2018
In 2017
In 2016
In 2014

Video Super-Resolution

Sorted by year and the format is: abbreviation, paper title, publicaiton, [highlights], related source code.

In 2022

In 2021
In 2020
In 2019
In 2018
In 2017
In 2015

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Related Research institutions

  • X-Pixel Group, CUHK, NTU, SIAT, SenseTime Our vision is to make the world look clearer

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Latest development of ISR/VSR. Papers and related resources, mainly state-of-the-art and novel works in ICCV, ECCV and CVPR about image super-resolution and video super-resolution.

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