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Image Super-Resolution
Image super-resolution is a machine learning task aimed at upscaling low-resolution images to high-resolution, typically with a magnification factor of 4x or higher, while preserving the content and details of the image as much as possible. This technology can significantly improve image quality, enhance visual effects, and increase the accuracy of computer vision algorithms, making it applicable to a wide range of scenarios.
Set14 - 4x upscaling
HAT-L
BSD100 - 4x upscaling
Config (e)
Urban100 - 4x upscaling
HMA†
Manga109 - 4x upscaling
SwinIR
Set5 - 2x upscaling
HAT-L
Set14 - 2x upscaling
DRCT-L
Set5 - 3x upscaling
HMA†
BSD100 - 2x upscaling
WaveMixSR-V2
Urban100 - 2x upscaling
Set14 - 3x upscaling
DRLN+
Urban100 - 3x upscaling
DRLN+
BSD100 - 3x upscaling
HAT
Manga109 - 2x upscaling
DRCT-L
DIV2K val - 4x upscaling
EDSR
Manga109 - 3x upscaling
DRLN+
FFHQ 256 x 256 - 4x upscaling
HiFaceGAN
Set5 - 4x upscaling
IXI
EDSR+MMHCA
FFHQ 1024 x 1024 - 4x upscaling
FFHQ 512 x 512 - 4x upscaling
HiFaceGAN
Set5 - 8x upscaling
DBPN-RES-MR64-3
WebFace - 8x upscaling
GFRNet
VggFace2 - 8x upscaling
Full-GWAInet
Set14 - 8x upscaling
DBPN-RES-MR64-3
CelebA
BSD100 - 8x upscaling
DRLN+
ImageNet
DAVI
Urban100 - 8x upscaling
DRLN+
Manga109 - 8x upscaling
DBPN-RES-MR64-3
DIV8K val - 16x upscaling
Ours w/o cycle-loss
PIRM-test
RankSRGAN
General100 - 4x upscaling
SROOE
CUFED5 - 4x upscaling
General100 - 8x upscaling
FxSR-PD t=0.8
DIV2K val - 8x upscaling
B100 - 4x upscaling
3x upscaling
Sun80 - 4x upscaling
SRNTT-l2
B100 - 2x upscaling
4x upscaling
CelebA-HQ 128x128
IDM
2x upscaling
BSDS100 - 2x upscaling
DBPN-RES-MR64-3
B100 - 3x upscaling
ML-CrAIST
BSDS100 - 8x upscaling
DBPN-RES-MR64-3
KITTI 2015 - 2x upscaling
Set5 - 6x upscaling
KITTI 2012 - 4x upscaling
PASSRnet
Set5 - 5x upscaling
KITTI 2012 - 2x upscaling
Urban100 - 16x upscaling
ABPN
BSD100 - 16x upscaling
ABPN
Chikusei Dataset
DIP-HyperKite (ours)
Manga109 - 16x upscaling
ABPN
ShipSpotting
StableShip
Set14
ATD
DIV8K test - 16x upscaling
RFB-ESRGAN
KITTI 2015 - 4x upscaling
PASSRnet
General-100 - 4x upscaling
BSDS100 - 4x upscaling
DBPN-RES-MR64-3
WLFW
ArcFace (0.4)
USR-248 - 4x upscaling
SRDRM-GAN
EPFL NIR-VIS
RAMS (ours)
Celeb-HQ 4x upscaling
Edge-informed SR
Middlebury - 2x upscaling
DIV2K val - 16x upscaling
ABPN
BSD200 - 2x upscaling
Middlebury - 4x upscaling
PASSRnet