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画像超解像度
画像の超解像(Image Super-Resolution)は、機械学習のタスクの一つで、元の画像の解像度を4倍以上に向上させつつ、可能な限り画像の内容と詳細を保つことを目指しています。この技術は、画像の品質向上、視覚的な詳細の強化、コンピュータビジョンアルゴリズムの精度向上など、さまざまな用途に使用できます。ゲーム業界では、この技術がゲームグラフィックスの明瞭さと現実感を向上させるためにも活用されています。
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+
Set5 - 4x upscaling
FFHQ 256 x 256 - 4x upscaling
HiFaceGAN
FFHQ 1024 x 1024 - 4x upscaling
IXI
EDSR+MMHCA
FFHQ 512 x 512 - 4x upscaling
HiFaceGAN
Set5 - 8x upscaling
DBPN-RES-MR64-3
Set14 - 8x upscaling
DBPN-RES-MR64-3
VggFace2 - 8x upscaling
Full-GWAInet
WebFace - 8x upscaling
GFRNet
ImageNet
DAVI
CelebA
BSD100 - 8x upscaling
DRLN+
Urban100 - 8x upscaling
DRLN+
Manga109 - 8x upscaling
DBPN-RES-MR64-3
DIV8K val - 16x upscaling
Ours w/o cycle-loss
General100 - 4x upscaling
SROOE
PIRM-test
RankSRGAN
3x upscaling
General100 - 8x upscaling
FxSR-PD t=0.8
Sun80 - 4x upscaling
SRNTT-l2
4x upscaling
B100 - 2x upscaling
B100 - 3x upscaling
ML-CrAIST
DIV2K val - 8x upscaling
CUFED5 - 4x upscaling
CelebA-HQ 128x128
IDM
B100 - 4x upscaling
BSDS100 - 2x upscaling
DBPN-RES-MR64-3
2x upscaling
WLFW
ArcFace (0.4)
USR-248 - 4x upscaling
SRDRM-GAN
Urban100 - 16x upscaling
ABPN
Set5 - 5x upscaling
Set5 - 6x upscaling
ShipSpotting
StableShip
EPFL NIR-VIS
RAMS (ours)
BSD100 - 16x upscaling
ABPN
BSD200 - 2x upscaling
BSDS100 - 4x upscaling
DBPN-RES-MR64-3
BSDS100 - 8x upscaling
DBPN-RES-MR64-3
Celeb-HQ 4x upscaling
Edge-informed SR
Chikusei Dataset
DIP-HyperKite (ours)
DIV2K val - 16x upscaling
ABPN
DIV8K test - 16x upscaling
RFB-ESRGAN
Set14
ATD
General-100 - 4x upscaling
KITTI 2012 - 2x upscaling
KITTI 2012 - 4x upscaling
PASSRnet
KITTI 2015 - 2x upscaling
KITTI 2015 - 4x upscaling
PASSRnet
Manga109 - 16x upscaling
ABPN
Middlebury - 2x upscaling
Middlebury - 4x upscaling
PASSRnet