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. (original) (raw)

Personal repository under construction.

[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
Dehaze
- REISIDE
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

[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