Awesome

Personal repository under construction.

Table of Contents

• <a href='ImageRestoration.md'> Image Restoration </a>
• <a href='ImageEnhancement.md'> Image Enhancement </a>
• <a href='Denoising.md'> Image & Video Denoising </a>
• <a href='SuperResolution.md'> Image Super Resolution </a>
• <a href='HDR.md'> HDR </a>
• <a href='ISP.md'> ISP </a>
• <a href='VideoRelated.md'> Video Related </a>
• <a href='Industry.md'> Industry</a>
• <a href='General.md'> General </a>
• <a href='FewShot.md'> Few Shot</a>
• <a href='Misc.md'> Misc </a>
• <a href='FaceRelated.md'> Face Related (archived) </a>
• <a href='ImageSynthesis.md'> Image Synthesis (archived)</a>

Datasets

Image datasets

• [图像处理任务数据集]

• Image Enhancement

  • MIT-Adobe FiveK Dataset 单反相机拍摄的raw图像 + 5个人工retouch的tiff图, 共5k张 <Br>
  • DPED 手机相机和单反相机增强数据集, 使用sift做对齐, 包括来自三种手机和Canon单反的超过15k张图像对 <Br>

• Low Light

  • SID <Br>

  • ExDark <Br>

  • CID <Br>

  • VV <Br>

  • LOL <Br>

  • LIME <Br>

  • RENOIR

  • ExDARK <Br>

  • SICE <Br>

  • The Extended Yale Face Database B <Br>

• Super Resolution

  • DIV2k NTIRE17 (800 train and 100 validation) <Br>
  • Flicker2K NTIRE17 (2650 2K分辨率) <Br>
  • Urban100 <Br>

• Real Image Denoising

  • DnD <Br>
  • SIDD <Br>
  • PolyU <Br>
  • Renoir <Br>
  • CC <Br>
  • SID <Br>
  • kodak_color <Br>
  • NoiseClinicImages <Br>

• Real Video Denoising

  • CRVD dataset Raw视频去噪数据集. 11个室内场景, 5个ISO. <Br>

• Deblurring

  • HIDE image motion deblur <Br>
  • GOPRO image motion deblur, 240fps, 1280x720 <Br>
  • Deep Video Deblurring(Adobe240fps) video deblur <Br>
  • REDS 视频去模糊, 视频超分, 120fps, 1280x720<Br>
  • BSD real-world video deblur <Br>

• Dehaze

  • REISIDE <Br>

• Face Redrawing

  • CelebA 人脸属性数据集, 超过200k张图像, 5个关键点, 40个属性 <Br>
  • CelebAMask-HQ 3w张人脸解析数据集, 包括19个facial components <Br>
  • Flickr-Faces-HQ Dataset (FFHQ) <Br>
  • PPR10K <Br>

• Reflection Removal

  • SIR <Br>

• AWB

  • GehlerShi <Br>
  • CUBE+ <Br>

• Demosaicing releated

  • MIT moire <Br>
  • McMaster 18张RGB, 500x500, 一般用于测试 <Br>
  • Kodak 24张真全彩色RGB图像, 768x512, 一般用于测试<Br>

Video datasets

• Vimeo-90k 超分, 插帧, 30fps <Br>
• Middlebury 光流估计, 视频插帧 <Br>
• UCF101 视频动作识别 <Br>
• X4K1000FPS 4k分辨率,1000fps <Br>
• DAVIS 视频分割, 1080p, 24fps <Br>

Competitions

• [CVPR NTIRE] New Trends in Image Restoration and Enhancement Challenges, 图像超分辨率、图像去噪、去模糊、去摩尔纹、重建、去雾 <Br>
• [MIPI] Mobile Intelligent Photography & Imaging <Br>
• [MAI] Mobile AI Workshop (CVPR workshop). <Br>
• [CVPR LPCVC] Low Power Computer Vision Challenge, 低功耗计算机视觉、目标检测、图像分类 <Br>
• [ECCV AIM] Advances in Image Manipulation workshop and challenges <Br>
• [ECCV PIRM] Perceptual Image Restoration and Manipulation, 貌似只有18, 19两届 <Br>

Resources

Paper collection

• Conference paper collection

  • [ICCV 2023] [ICCV 2023]
  • [CVPR 2023] [CVPR 2023] [CVPR 2023] [CVPR 2022] [CVPR 2022] [CVPR 2021] [CVPR 2020]
  • [ECCV 2022]
  • [ICCV 2021]

• Low level vision conference paper collection

  • [ICCV 2023]
  • CVPR 2024] [CVPR 2023]
    [CVPR 2022] [CVPR 2021/2020]
  • [ECCV 2022] [ECCV 2020]
  • [ICCV 2023]
  • [ICCV 2021]

• Paper collection on low-level tasks

  • [超分论文整理1] [图像/视频超分论文整理2] [图像/视频超分方法TF复现]

  • [VideoSuperResolution] A collection of state-of-the-art video or single-image super-resolution architectures, reimplemented in TF

  • Low light enhancement [Project 1] [Project 2] [Project 3]

  • [image-to-image translation]

  • [Deblurring]

  • [SimDeblur] 多个deep-learning based图像和视频去模糊Pytorch代码实现

  • [Awesome Image or Video Denoising Algorithms] [Denoising with codes]

  • [Awesome Face Restoratio]

Codes

• [Stability-AI]
• [IOPaint]
• [各种对比度增强算法代码 Matlab]
• [一些基于C++的对比度增强算法实现]
• [HDR ISP pipeline (C++)]
• [openISP (Python)]
• [RawTherapee]
• [数据增强library]

博客/专栏/资讯

• [传统图像质量增强的系列blog-1]

• [传统图像质量增强的系列blog-2]

• [图像处理相关]

• 无法抗拒的图像技术

• All in Camera

• Color Image Processing

• 计算摄影学

• AIWalker

• GiantPandaCV

• 极市平台

• CVer

Misc

• [Mobile AI benchmark]

• [Waifu2x-Extension-GUI] Image & GIF & Video Super-Resolution and Video Frame Interpolation using DNNs

• [Photons to Photos]

• [Colour Science for Python]

• [数据增强albumentations]

• [RawTherapee]