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图像超分辨率
Image Super-Resolution 是一种机器学习任务,旨在将图像分辨率提升至原图的 4 倍或更高,同时尽可能保持图像的内容和细节。该技术能够生成高分辨率的图像版本,适用于改善图像质量、增强视觉细节以及提高计算机视觉算法的精度等多方面应用。在游戏领域,这一技术也有助于提升游戏画面的清晰度和真实感。
排行榜
共计 13 个模型
基准测试
Set14 - 4x upscaling
SAN
BSD100 - 4x upscaling
Urban100 - 4x upscaling
Manga109 - 4x upscaling
SwinIR
Set5 - 2x upscaling
Set14 - 2x upscaling
Set5 - 3x upscaling
BSD100 - 2x upscaling
Urban100 - 2x upscaling
Set14 - 3x upscaling
Manga109 - 2x upscaling
Urban100 - 3x upscaling
BSD100 - 3x upscaling
HAT
DIV2K val - 4x upscaling
Manga109 - 3x upscaling
Set5 - 4x upscaling
FFHQ 256 x 256 - 4x upscaling
HiFaceGAN
Set5 - 8x upscaling
Set14 - 8x upscaling
IXI
FFHQ 1024 x 1024 - 4x upscaling
VggFace2 - 8x upscaling
WebFace - 8x upscaling
GFRNet
ImageNet
BSD100 - 8x upscaling
Urban100 - 8x upscaling
Manga109 - 8x upscaling
CelebA
FFHQ 512 x 512 - 4x upscaling
HiFaceGAN
General100 - 4x upscaling
DIV8K val - 16x upscaling
PIRM-test
General100 - 8x upscaling
DIV2K val - 8x upscaling
Sun80 - 4x upscaling
CUFED5 - 4x upscaling
CelebA-HQ 128x128
BSDS100 - 2x upscaling
2x upscaling
B100 - 4x upscaling
B100 - 3x upscaling
B100 - 2x upscaling
4x upscaling
3x upscaling
ShipSpotting
WLFW
Urban100 - 16x upscaling
USR-248 - 4x upscaling
Middlebury - 2x upscaling
BSD100 - 16x upscaling
BSD200 - 2x upscaling
BSDS100 - 4x upscaling
BSDS100 - 8x upscaling
Celeb-HQ 4x upscaling
Chikusei Dataset
DIV2K val - 16x upscaling
DIV8K test - 16x upscaling
EPFL NIR-VIS
General-100 - 4x upscaling
KITTI 2012 - 2x upscaling
KITTI 2012 - 4x upscaling
KITTI 2015 - 2x upscaling
KITTI 2015 - 4x upscaling
Manga109 - 16x upscaling
Middlebury - 4x upscaling
TextZoom
DIV2K
RealSR
Set5 - 5x upscaling
Set5 - 6x upscaling
EPFL
DIV2K-val
LSDIR-Test
Set14
ATD
RealSet110