oppenalimonky/Low-Level-Vision-Paper-Record

记录近期的 1) 图像/视频的超分增强等low level vision任务; 2) 图像生成 等任务相关论文, 主要为18年以后的DL based方法.

Personal repository under construction.

Table of Contents

• Image Restoration
• Image Enhancement
• Image & Video Denoising
• Image Super Resolution
• HDR
• ISP
• Video Related
• Industry
• General
• Few Shot
• Misc
• Face Related (archived)
• Image Synthesis (archived)

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
    
  • 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
    

• Low Light

  • SID
    

  • ExDark
    

  • CID
    

  • VV
    

  • LOL
    

  • LIME
    

  • RENOIR

  • ExDARK
    

  • SICE
    

  • The Extended Yale Face Database B
    

• Super Resolution

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

• Real Image Denoising

  • DnD
    
  • SIDD
    
  • PolyU
    
  • Renoir
    
  • CC
    
  • SID
    
  • kodak_color
    
  • NoiseClinicImages
    

• Real Video Denoising

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

• Deblurring

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

• 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
    
  • CelebAMask-HQ 3w张人脸解析数据集, 包括19个facial components
    
  • Flickr-Faces-HQ Dataset (FFHQ)
    
  • PPR10K
    

• Reflection Removal

  • SIR
    

• AWB

  • GehlerShi
    
  • CUBE+
    

• Demosaicing releated

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

Video datasets

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

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
  
• [MIPI] Mobile Intelligent Photography & Imaging
  
• [MAI] Mobile AI Workshop (CVPR workshop).
  
• [CVPR LPCVC] Low Power Computer Vision Challenge, 低功耗计算机视觉、目标检测、图像分类
  
• [ECCV AIM] Advances in Image Manipulation workshop and challenges
  
• [ECCV PIRM] Perceptual Image Restoration and Manipulation, 貌似只有18, 19两届
  

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]
• [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]