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Awesome-Guided-Image-Restoration

JingyiXu404

A continuously updated curated list of papers, open-source code, and datasets for guided image restoration and multi-modal image restoration across multiple tasks.

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Last updated

2026-07-10

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FR-AI / ANALYSIS

Why it is worth attention

It provides a comprehensive, well-organized, one-stop reference that tracks the latest research and resources, making it invaluable for researchers and practitioners in this rapidly evolving field.

Who it is for

  • Computer vision researchers
  • Machine learning engineers working on image restoration
  • PhD students and academics in multi-modal processing
  • Developers building practical restoration systems

Use cases

  • Literature survey for guided image restoration topics
  • Finding benchmark datasets for specific tasks like depth or thermal super-resolution
  • Discovering open-source code to reproduce or build upon
  • Tracking state-of-the-art methods across tasks like denoising, deblurring, and enhancement

Strengths

  • Extensive categorization covering super-resolution, denoising, deblurring, dehazing, inpainting, and low-light enhancement
  • Includes links to code for many papers
  • Covers both synthetic and real-world datasets
  • Actively maintained and open to contributions

Considerations

  • Does not provide quantitative comparisons or benchmarks
  • Some papers lack code links
  • May not be fully exhaustive for all subfields

README quick start

A curated list of resources for Guided Image Restoration (GISIR) or Multi-modal Image Restoration (MISR). 一个关于 多模态图像修复 精选资源的列表。

⚡️ Note: This project is continuously being updated. Issues are welcome to help improve the list! 😊


📖 Table of Contents / 目录


🌟 Introduction / 简介

This repository focuses on collecting resources related to Guided Image Super-Resolution (GISR) or Multi-modal Image Super-Resolution (MISR), including papers, open-source code and datasets. It serves as a one-stop reference for researchers and developers interested in this field.

本仓库专注于收集 多模态图像修复 相关资源,包括论文、开源代码、数据集,为对该领域感兴趣的研究者和开发者提供一站式参考资料。


📄 Papers / 论文

🛠️ All-In-One Guided Image Restoration

年份Year标题Title简称Abbr.期刊/会议Published代码Code关键词Keywords
2026Task-aware all-in-one guided image super-resolutionMAG-NetPRFirst all-in-one GISR framework, Tex

Description

A comprehensive collection of resources on Guided/Multi-modal Image Restoration (GISIR/MISR), covering papers, codes, and datasets for super-resolution, enhancement, denoising, and deblurring. A one-stop reference for researchers. 引导/多模态图像修复(GISIR/MISR)领域的资源汇总,涵盖超分辨率、图像增强、去噪、去模糊等任务的论文、代码和数据集,为研究者提供一站式参考。

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