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图像修复
从退化输入中恢复高质量图像,包括超分辨率、去噪、去模糊与修复。
排行榜
共计 100 个模型
基准测试
Urban100
Set14
Set5
GoPro
Manga109
Set14 - 4x upscaling
SAN
BSD100
RealSR
DIV2K
BSD100 - 4x upscaling
Config (e)
ImageNet
Urban100 - 4x upscaling
HMA†
DRealSR
B100
Manga109 - 4x upscaling
SwinIR
CelebA-HQ
LOL
Set5 - 2x upscaling
HAT-L
Rain100L
SOTS-Outdoor
FFHQ
CelebA
Set14 - 2x upscaling
DRCT-L
SOTS-Indoor
BSD68
Rain100H
Kodak24
Set5 - 3x upscaling
HMA†
SIDD
BSD100 - 2x upscaling
WaveMixSR-V2
HIDE
Urban100 - 2x upscaling
SRD
fastMRI
Raindrop
DIV2K-val
CBSD68
CelebA-Test
ISTD+
RASM
KAIST
RealBlur-J
Set14 - 3x upscaling
DRLN+
SID
Harvard
ICVL
UIEB
Manga109 - 2x upscaling
DRCT-L
Urban100 - 3x upscaling
DRLN+
BSD100 - 3x upscaling
HAT
CAVE
LOLv1
O-HAZE
Outdoor-Rain
DIV2K val - 4x upscaling
EDSR
LOL-v1
LOL-v2
LOLv2
SOTS
Test2K
Test4K
Kodak
Manga109 - 3x upscaling
DRLN+
RealBlur-R
BSD68 sigma15
RIDNet
BSD68 sigma25
RIDNet
CBSD68 sigma50
Rain200L
BSD68 sigma50
MWCNN
ImageNet-1K
LOL-real
Rain200H
UHDM
Real20
Test100
Test1200
Urban100 sigma50
NLRN
BSDS100
BSDS500
FHDMi
Flare7K
I-HAZE
ISTD
LOLv2-synthetic
LSUI
McMaster
NH-Haze
Rain12
Set5 - 4x upscaling
Test2800
Urban100 sigma25
GCDN
Dense-Haze
FastMRI Knee
LOLv2-Real
SMID
DPDD
Live1 (Quality 10 Grayscale)
Residual Dense Network +
LSRW
Rain1200
RESIDE-6k
Set12
SIDD Validation
ARAD-1K
Deblurring
DND
Enhancement
EPFL
FFHQ 256 x 256 - 4x upscaling
HiFaceGAN
HCIold
LIVE1 (Quality 20 Grayscale)
Residual Dense Network +
LSDIR
MSRS
PolyU
Rain12600
Test8K
Dehazing
DenseHaze
Deraining
Desnowing
haze4k
gUNet-D
HCInew
INRIA
IXI
LFW
LIVE-1
Nature
RESIDE
SCUT-EnsText
SDSD
STFgantry
AAPM
MSU BASED
NAFNet (REDS)
BurstSR
CBSD68 sigma15
AdaFM-Net
Chikusei
Darmstadt Noise Dataset
SINDy
Flickr1024 - 2x upscaling
NAFSSR-L
LIVE1
M3FD
NTIRE
SEN12MS-CR
SICE
SPA-Data
WIDER
CodeFormer
3-Degradations
ABAIR
36-CT test set
5-Degradations
CBSD68 sigma25
F2K
FFHQ 1024 x 1024 - 4x upscaling
FiveK
ICB
KITTI2012 - 4x upscaling
KITTI2015 - 2x upscaling
KITTI2015 - 4x upscaling
NAFSSR-L
Kodak24 sigma50
LIVE1 (Quality 10 Color)
QGAC
LIVE1 (Quality 20 Color)
LLVIP
Middlebury - 2x upscaling
Middlebury - 4x upscaling
PASSRnet
NTIRE2022
SDSD-in
SDSD-out
SyntheticBurst
TNO
x3d
SAX-NeRF
AFHQ
DND Benchmark
EMPIAR-10076
fastMRI brain
FFHQ 512 x 512 - 4x upscaling
HiFaceGAN
Flickr1024 - 4x upscaling
SwinFIRSSR
GaoFen-2
General100
LOL-v2-real
M^3FD
MIT-Adobe FiveK
NH-Haze21
Set12 sigma15
NLRN
Set12 sigma50
MWCNN
Set5 - 8x upscaling
DBPN-RES-MR64-3
SID x100
SID x300
10 synthetic spectral scenes
AID
BraTS
BraTS 2018
BSD300
Classic5
Classic5 (Quality 10 Grayscale)
CSD
DVD
RVRT
FFHQ 256×256
LIVE1 (Quality 30 Grayscale)
Residual Dense Network +
LSUN
McMaster sigma50
KBNet
QB
R100H
Realrain-1k-L
REBlur
RS-Haze
DehazeFormer-B
SEN12MS-CR-TS
UnCRtainTS L2
Set14 - 8x upscaling
DBPN-RES-MR64-3
SHIQ
Snow100K
TAPE
TAPE
TIP-2018
UHD-LL
urban100 sigma15
VggFace2 - 8x upscaling
Full-GWAInet
WebFace - 8x upscaling
GFRNet
WV3
Ambient6K
BraTS 2021
BSD100 - 8x upscaling
DRLN+
CBSD68 sigma35
ADL
Classic5 (Quality 20 Grayscale)
Classic5 (Quality 30 Grayscale)
Coronal PD
DIV2KRK - 4x upscaling
Dual-camera RGB-MS Dataset
FMD
GaoFen2
Houston
ICB (Quality 10 Color)
ICB (Quality 20 Color)
ISTD+
LOL-v2-Synthetic
Nam
PPR10K
raincityscapes
MCW-Net
RAW-RAIN
RealBlur
RealDOF
Realrain-1k-H
RoadScene
Set11
Set12 sigma25
SIR^2(Objects)
RDNet
SmartPhone
Snow100K-L
UHD-blur
UHD-haze
WorldView-3
BAID
Beam-Splitter Deblurring (BSD)
CDD-11
Classic-5
Classic5 (Quality 40 Grayscale)
Deblur
DeepLesion
Denoising
DIV2K-Val (synthetic)
DIV2K100
DIV2KRK - 2x upscaling
DCLS
DRealSR (real-world)
DVD
GF2
HD-NH-Haze
ICB (Quality 10 Grayscale)
ICB (Quality 20 Grayscale)
QGAC
ImageNet 256×256
KITTI2012 - 2x upscaling
SwinFIRSSR
KITTI2012 - 2x upscaling
NAFSSR-L
LIVE1 (Quality 40 Grayscale)
LOL-Blur
LSRW-Huawei
M4Raw
Manga109 - 8x upscaling
DBPN-RES-MR64-3
MSEC
OASIS-MRI
PaviaU
QuickBird
Rain1400
RB2V
Real polar dataset
RealSR (real-world)
RSBlur
SIDD Benchmark
SIR^2(Postcard)
SIR^2(Wild)
SR
SSHR
Synthetic polar dataset
Urban100 - 8x upscaling
DRLN+
urban100-sigma15-1
Restormer
WorldView-II
5D all-in-one
AFHQ-Cat
Axial T2
BASED
VRT (GoPro)
Blur
BSD500
CBSD68 sigma75
CC359
CIFAR-10
CL3AN
Coronal PD-FS
DAVIS
DDN-Data
Decloud
DID-Data
DIV2K-Meta
DIV2K val-q30-4x
DIV2K val-q50-4x
DIV2K val-q70-4x
DIV2K val-q90-4x
DIV2KRK
Edge-to-Handbags
Edge-to-Shoes
PI-REC
EventHDR
Exposure-Errors
CSEC
fastMRI Knee 8x
HUMUS-Net (train+val data)
fastMRI Knee Val 8x
PromptMR
Geo170K Diagrams
Haze
HS-ERGB
HTT24
ICB (Quality 30 Color)
IlluMeta
ImageNet 256x256
ImageNet64
KITTI
LCDP
LOL-v2-syn
LSUN Bedroom
McMaster sigma15
McMaster sigma25
AKDT
MegaDepth
MiO100
multi-coil MRI
NH-Haze20
Nightrain
NTURain
NUS dataset
Pavia
PSD
QPDD
Rain
RainSynAll100
RAW smartphone dataset
Real
RealEstate10K
RealSnow
ReBlurSR-Test
ScreenSR
SDSD-indoor
SDSD-outdoor
SIDAR
SIDD+
SIR^2
SIR2
SPAdata
Super-resolve
Synthetic Diagrams
SynthRAD2023
TextZoom
TIP
UHD-LOL4K
WorldView-III
AAPM LDCT
AniColorSet
ARAD
BioSR
Br35H
BSD200 sigma30
RC-Net
BSD200 sigma50
RC-Net
BSD200 sigma70
RC-Net
BSD300 Noise Level 30%
BSD300 Noise Level 50%
BSD300 Noise Level 70%
BSD68 sigma30
BSD68 sigma35
Deep CNN Denoiser
BSD68 sigma70
N3Net
BSD68 sigma75
CSCNet
CardiAC
CARE
CBSD68 sigma5
CIFAR10
CIFAR100
COCO
COCO2017 val
CS
DAVIS-SPK
DIOR
DIV16K
DIV2K val-q30-2x
T-SAIN
DIV2K val-q50-2x
DIV2K val-q70-2x
DIV2K val-q90-2x
DIV8K val - 16x upscaling
Ours w/o cycle-loss
DOTA
ELD
EUVP
FMB
FMDD
General100 - 4x upscaling
SROOE
GoPro-SPK
HànZì
HBA
HDR+
HDRI Haven
HIDE (trained on GOPRO)
Huawei P40 Pro dual-camera sRGB dataset
IIISA-DB
ImageNet-1k val
Kodak24 Noise Level 30%
CNN (Median Layers)
Kodak24 Noise Level 50%
Kodak24 Noise Level 70%
Kodak24 sigma25
L3F
LIVE1 (Quality 30 Color)
FBCNN
LOLBlur
LOLV2 (Real Captured)
LSRW-Nikon
McMaster18
MNIST
Mouse Nuclei
MRI
MS-COCO
NDB
Noise
O-HAZY
OHAZE
Places2
POLED
Postcard
Real-CE
REDS
REDS-SPK
RSNA
SCUT-Syn
smartphone RAW dataset
Snow100K-S
Sony-Total-Dark
CIDNet
SPA+
synthetic dataset
synthetic test set
TestSet A
TOLED
UCF-101
UDIS-D
UFO-120
UHD-snow
VIFB
VITON-HD
Walnut-CBCT
Wild
WSRD+
ZRR
4KRD
Actin Confocal
ADE20K
ADNI
AFHQ-512 val
ARAD_1K-Test
ARIS sonar data
Audio Set
Ours (STFT: magnitude, L1l=1) W-Replicate
B100 - 2x upscaling
B100 - 3x upscaling
ML-CrAIST
B100 - 4x upscaling
Botswana
Brain
BSD
BSD100-2x
BSD100-4x
BSD200 sigma10
RC-Net
BSD68 sigma10
BSD68 sigma5
Deep CNN Denoiser
BSDS
BSDS100 - 2x upscaling
DBPN-RES-MR64-3
BSDS500 (Quality 10 Color)
BSDS500 (Quality 10 Grayscale)
BSDS500 (Quality 20 Color)
BSDS500 (Quality 20 Grayscale)
BSDS500 (Quality 30 Color)
BSDS500 (Quality 30 Grayscale)
FBCNN
Calgary-Campinas
Calibration (Real)
Cam
CameraFusion-Real
CBSD68 sigma10
CBSD68 sigma100
CBSD68 sigma150
CBSD68 sigma200
CBSD68 sigma250
CBSD68 sigma45
CBSD68 sigma55
HyperRes
CBSD68 sigma65
CDD
CEC
CelebA (256 × 256)
CelebA-HQ 128x128
IDM
CLIC
CLIC2020
Collected real-image dataset
Convallaria A
Convallaria B
CT Denoising
CUB200
CUFED5 - 4x upscaling
CUHK-CR1
CUHK-CR2
Cyriac et al., Chen et al.
Danbooru AnimeFace
Dark
DBSS
Deblur-RAW
DeMMI-RF
DID-MDN
OneRestore
DIV-2K Val
DIV2K Valid
DIV2K Valid RealESRGAN degradations
DIV2K val-2x
DIV2K val-4x
DIV2K val - 8x upscaling
DIV2K-Valid
DIV2K, Flickr2K, WED
DIV8K
DOTA-Test
DRIVE
DuSR-Real
EBB Val294
EHT
Ellipse Material Dataset
ERA5
ETH3D
EUVP-Dark
EUVP-Scene
EyeQ
fastMRI Brain 4x
fastMRI Brain 8x
fastMRI Knee 4x
End-to-end variational network
FFHQ - Checkerboard
FFHQ - Stripes
FFHQ-1k
FFHQ-512
FFHQ64
FGF2
FiveK Canon
FiveK Nikon
Flickr1024
Flickr2K
Food-101
Fuji
GBSS
General100 - 8x upscaling
FxSR-PD t=0.8
GTF
HCP
HM-TIR
HMDB51
HQ-NightRain
HSOD-BIT
IDRID
ILAW
Image Inpainting
ImageNet (256 × 256)
ImageNet 256x256
AugVAE-ML
ImageNet sigma100
ImageNet sigma150
ImageNet sigma200
ImageNet sigma250
DMID-p
ImageNet sigma50
ImageNet-Test
IMX766 CMOS sensor dataset
IPCD dataset
ISPRGB
JPEG
KAUST dataset
KITTI 2012
KITTI 2015
Kodak24 sigma100
Kodak24 sigma15
Kodak24 sigma150
Kodak24 sigma200
Kodak24 sigma250
Kodak24 sigma30
Residual Dense Network +
Lai et al. [20]
LIDC
LIDC-CT
LOL-v2-R
LOL-v2-S
LOLV1 Dataset
LOLV2-real Dataset
LOLV2-syn Dataset
LoveDA-Val
Low light Enhancement
LRD
LSD
LSDIR-Blur
LSDIR-Jpeg
LSDIR-Test
MCL-JCV
McMaster sigma100
McMaster sigma150
McMaster sigma200
McMaster sigma250
MCR
MEFB
MERL
MFFW
MFI-WHU
Middlebury
MIT-Adobe FiveK
TreEnhance
MIT5K
Mito Confocal
Mobile-HDR
Monte Carlo-rendered image
Mouse Actin
Mouse Kidney
Mouse Liver
MRI Super-Resolution
MS-COCO 2014
MVImgNet
Nature20
Nikon
NOD Nikon
NOD Sony
NS
NTIRE20
Objects
OCEAN
Our Dataset
PASCAL VOC2012
Pavia center
PERSONA-Val
PET Synthesis
Pexels
PFSD
Places365
PPR10K-a
PPR10K-b
PPR10K-c
Rain&Raindrop
Rain13k-Test
Raindrop Removal
Rainstreak & Raindrop
RAW-to-RAW mapping dataset
RBSS
Real-world nighttime images
RealArbiSR
RealBokeh
RealBokeh_bin
RealCE-val
RealHSI
RealMCVSR-Real
RealRain-1K
Reflect-Corridor
Reflect-Room
REVD
REVIDE
RSC11
RSSCN7
RTF
SAR Image Despeckling dataset
Scaling
ScanNet
SCIE
SegSTRONG-C
Seismic dataset
Sen2venus - 2x upscaling
Set12 sigma30
NLRN
Set14-2x
Set14-4x
Set5-2x
Set5-4x
SICE Part2
SIDD-Benchmark
SKM-TEA
Sony
SOTS Indoor
SPAD
Stanford 3D FSE knee
Star
STED fixed-cell microtubule data set
STimage
Sun Temple
Sun80 - 4x upscaling
SRNTT-l2
synthetic
SynthRAD2023 Task2 Pelvis Dataset
TEMImageNet
TIP2018
Turb
UCMerced
UHD-rain
UHDN
UIEB-R90
Urban100-2x
Urban100-4x
IRN
Urban100 sigma10
Urban100 sigma30
Restormer-Local
Urban100 sigma70
VLBA
W2S
WDC
WeatherBench
WordView-II
WordView-III
WorldView-2
XCAT Phantom
zebrafish dataset
Zhang et al. [42]
10D all-in-one
1D Manifold
4K-DMEF
4K-Rain13k
4KID
5-Degradation Blind All-in-One Image Restoration
8KDehaze
Abdominal CT
Abdominal Respiratory
ADHD200
ADNI3
AFHQ 1k
AFHQ-dog
AGAN-Data
AHB
AI-generated Dataset
AIBL
AIGC
AIM2025
All-in-One-5
All-weather
Allweather
AllWeatherNight
Artist-designed Dataset
ASIS
ATD-12K
ATLAS
AVIRIS-NG
AWMM
Ax FLAIR (fastMRI brain)
Ax T2 (fastMRI brain)
Axon 30
Balloons, Beads, Flowers, Fruits
Bedroom
Berlin
BID Task II.A
BID-CityScapes
BID-task.II
Bistro
BJTU-UVA
BJTU-UVA-E
black hole imaging
Blender
Blender synthetic dataset
Bluetooth
Blur + Haze
BMVC
Boat
Bokeh testset
BracketFlare
Brain Random
BrainWeb (20% Count)
BraTS 2023
BraTS2018
BraTS2020
BraTS2021
Broccoli
BSD100 - 16x upscaling
ABPN
BSD200 - 2x upscaling
BSD300 lambda30
BSD300 lambda5-50
BSD300 sigma25
BSD300 sigma5-50
BSD400
BSD500 (Quality 10 Color)
BSD500 (Quality 20 Color)
BSD500 (Quality 30 Color)
BSD500 (Quality 40 Color)
BSD68 sigma20
BUIFD75 (blind)
BSD68 sigma40
BUIFD75 (blind)
BSD68 sigma45
BSD68 sigma55
BSD68 sigma60
BSD68 sigma65
BSDS100 - 4x upscaling
DBPN-RES-MR64-3
BSDS100 - 8x upscaling
DBPN-RES-MR64-3
BSDS300
Building dataset
BurstDeflicker
Calgary-Campinas brain
Canon
Canon RAW Low Light
FSDA-LL
CASIA-WebFace
CBSD68 sigma20
CBSD68 sigma30
CBSD68 sigma40
CBSD68 sigma60
CBSD68 sigma70
CBSD68 sigma85
CC
CCPD
Cd
CDD11
Celeb-HQ 4x upscaling
Edge-informed SR
Celeb-Ref-Test
CelebA-Val
CelebA1000
CelebAHQ
CelebHQ
Celebrate-HQ-256×256
CelebRef-HQ
CellNet
Ceramic roof01
Chikusei Dataset
DIP-HyperKite (ours)
Cho
Cho[5]
CIA
CIN-D
Circular
Circular-cylinder dataset
CIRI
City Scene Dataset
FHDR
Classroom
Cleared Thy1-GFP Mouse Brain neurons
CLIC 2020
Clip300 sigma15
Clip300 sigma25
Clip300 sigma35
Clip300 sigma50
Clip300 sigma60
CMB-CRC Head
CMRxRecon cardiac
Color images
Color images House, Tree, Jelly Beans (256 × 256 × 3)
Coltea-Lung-CT-100W
Confocal Fish
Confocal Mice
constructed dataset
construction site dataset
construction site test set
Convection
Cork-CBCT
Coronal PD (fastMRI knee)
Coronal PD-FS (fastMRI knee)
Couple
COVID-19
CPC-paired dataset
CREMI
CSIST-100K
CT
CTCUG
D-DFFNet
cuhk
D_auto
D_manual
D1
D2
D3
dataset collected by Yang et al. [48]
DC Mall
Dehaze
Denoise
Dense neuron cluster
Derain
Deraindrop
Dermatologist level dermoscopy skin cancer classification using different deep learning convolutional neural networks algorithms
Deep Dynamic Residual Attention Network
DF2K
DID-Dataset
DiffusionDB
Dining room
DIV2K × 2
DIV2K 0.8k
DIV2K Val
DIV2K Valid bicubic degradations
DIV2K validation
DIV2K validation set
DIV2K-Val-100
DIV2K val - 16x upscaling
ABPN
DIV8K test - 16x upscaling
RFB-ESRGAN
DLFD
DNH-HAZE
Domain 1
Domain 2
Domain 3
Domain 4
Domain 5
Doom3
DP5K-test
DPD-blur
DPD-disp
DPED
DRealSR×4
Dresscode
DRR-C
DRR-S
dSTORM
DVToF
E-SAI
Eagle
EBB!
ebd
D-DFFNet
Edge-to-Clothes
bFT
Edges→Handbags-256×256
Edges→Shoes
EMCCD test dataset
EMS
EnsExam
EPFL NIR-VIS
RAMS (ours)
EvLowLight
EVRB
Facades
Face
Face, Peppers, Egyptian Statue (512 × 512 × 31)
fastMRI multi-coil brain
fastMRI multi-coil knee dataset
FDG-PET/CT
Feathers, Flowers, Toys
Female
Fence
FFHQ 1k
FFHQ 64x64 - 4x upscaling
BRGM
FFHQ-Test
FFHQ[17]
FFHQR
FFHQR + HGFR
FilmGrainStyle
Flare
Flare7K++
Flare7k++ test dataset
FLIR-IISR
Flowers
Fluorescence Microscopy
FMD Confocal Fish
FMD Confocal Mice
FMD Two-Photon Mice
FoggyCityscapes
Food
Foreman
FoundIR
FoundIR-L
FoundIR-L+N
FPHDR
FTSR
FullrefXY-1
FullrefXY-2
FullrefXY-3
FWI
GaoFen-2 (Four bands)
GE dataset
General-100 - 4x upscaling
GFP-PC
GlassPol
god
GPRD
Grassy MNIST
GRD
GTAV-NightRain
Hagen et. al
Hairs
Harvard dataset
Haze+LLIE
Haze2020
HazeRD
HCI
HDR-EYE
HDR-REAL
HDR28K
HDRMovie1K
HDRMovie7K
HeartCT
Heat Chamber
Helen
Helmholtz #1
Helmholtz #2
Helvetica
HGFR
HiGlass Dataset
HMNIST
House
hradis et al dataset
super-resolution
HSD
HSI
HSIs Feathers, Flowers, Thread Spools (512 × 512 × 31)
HSTS
HSTS-Synth
HT-LIF24
HT-T24
HTLIF24
Huawei
Human Protein Atlas Image
HVS ISP Dataset
Hypersim
I2-2000fps
I2-2k
ICB (Quality 30 Grayscale)
IF
image dehazing
ImageNet subset
ImageNet-1000
ImageNet1K
In-house
In-House (1% Count)
In-house Data
InfraredSR-Synthetic
INS
INS dataset
InScene
Institut Fresnel's database
Instruct100Set
InstructPix2Pix
Inv3DReal
IRBFD-syn
ITS
Jilin
Jorder 200L
Kai
Kalantari
KITTI 2012 - 2x upscaling
KITTI 2012 - 4x upscaling
PASSRnet
KITTI 2015 - 2x upscaling
KITTI 2015 - 4x upscaling
PASSRnet
KITTI2012 - 2x scaling
Knee Random
Kodak dataset
Kodak sigma50
Kodak24 lambda30
Kodak24 lambda5-50
Kodak24 sigma10
Residual Dense Network +
Kodak24 sigma5-50
Kodak24 sigma70
Kodak25 sigma15
Kodak25 sigma25
Kodak25 sigma35
Kodak25 sigma50
Kodak25 sigma75
Kodim
Kohler
Kohler[19]
KonJND1k
Kuramoto-Sivashinsky
Kvasir
Lai dataset
Lai et al. dataset
Lai et al. dataset [20]
Landsat
LCDMoiré
Lehavim
Lens #63762
Lens #89752
Levin
Levin et al. [22]
Levin et al. dataset
Levin[22]
LFDOF
LFE synthetic dataset
LGC
LGG Segmentation Dataset
LHP
LHSI
Liu4K
LIVE1 (Quality 40 Color)
Live1 (Quality 50 Grayscale)
Live1 (Quality 70 Grayscale)
Live1 (Quality 80 Grayscale)
HyperRes
LIVE29
LLFF
LLIE+Noise
LLRVD-simu
LoDoPaB-CT
LOL v1
LOL v2 Real
LOL v2 Synthetic
LOL-v2 Real
LoLI-Street
LOLv2 synthetic
LOLV2_Real
LOLV2_Syn
LOLv2-Syn
Low light
Low-light + Blur
Low-light + Haze + Noise
Low-light + Noise
Low-light enhancement
LQ-TELL
LQ-TLL-QD
LQ-TLL-SZ
LRID
LRID-Indoor
LRID-Outdoor
LSDIR-Val
LSH
LSUI-L400
LSUN Cat
LSUN-Bedroom
LUNA16
Lung
Lytro
M109
MAI
Man
Manga100
Manga109 - 16x upscaling
ABPN
Maryland
MCL-JCI
McMaster sigma35
McMaster sigma75
MDAS sample 1
MDAS sample 2
MDLP
MDRAW
MEF-LUT
MEHSI
METARESTORE
MetFace
MFNet
Mi11 Main
MIDIntrinsics
MIDOG2022
MIF
mini-Imagenet
MIRFLICKR
MIT
MIT-Adobe-5K
MIW+
Mixed-degradation
MixedDoc
MNIST dataset
MNMD
Mobile AIM21 dataset
Mobile-Spec
MoDL
Monte Carlo rendering dataset
Mor
motorbikes dataset
Mouse Skin
MRI reconstruction
MS COCO-2017
MSEC Dataset
MSI
MSIs
MSIsFlowers
MSIsFood
MSIsLemons
MSIsTomatoes
multi-coil brain dataset
Multi-Weather6K
MURA
Navier-Stokes
Navier–Stokes
NBIA
new real-world thermal dataset
News
NewsCarphone(144 × 176 × 100)
NH-HAZE2
Night-Rain
Night→Day
NightIRS
Nikon RAW Low Light
Noise + Blur: Div2k
Noise+Blur
NSD
NTIRE 2020
NTIRE 2022
NTIRE 2019 Real Image Denoising Challenge (sRGB)
GRDN
NTIRE2020-Clean
NTIRE2020-realworld
NTT
NUC
Number 2
NWPU
NYU-v2 RGBD
OASIS3
Object200
OCMR
OCTA-3M
OCTA-6M
OCTA2024
ODI-SR
OLED Dataset
OLI2MSI - 3x upscaling
OMoBlur
OPA
OpenRR-1K
OpenSRH
ORD
OSR
OST-Val
OST300
Our Benchmark
Our synthetic dataset
our synthetic test dataset
our test set
P-OLED
Painting
paired phone-cum-studio captured texture maps
PanTCR-GF2
Parrot
Pavia Centre
PaviaATN
PaviaC
PD
PDFS
PF-Synth
PFL-DocVQA
Philophos 84
PhysioNet Challenge 2012
Pixel 6
Pixel 6 Main
Pixel 9 Pro Main
Pixel 9 Pro Tele
Plane
polarimetric dataset
PolNet
PolyU
Postcard199
Potsdam
printed trademarks
Private Breast US
Private set (pseudo-CBCT dataset)
proposed benchmark
PSM dataset
PSNR
Analyzing Noise Models and Advanced Filtering Algorithms for Image Enhancement
PSTM synthetic dataset
Public Breast US
Quake 4
QuickBird (Four bands)
Radiometry Correction Dataset
Rain 100L
Rain Streak
Rain100
RainDS-(Rain)
RainDS-(RD+Rain)
RainDS-real
RainDS-real-RD
RainDS-real-RDS
RainDS-Syn-Rain
RainDS-Syn-RD-Rain
RainRAG
RASMD
Raw-to-Raw dataset
Raw2ah
RB2V Street
RD
Real captured images
Real JamesSet [9]
real test set
Real-1000
real-ISP
Real-MFF
Real-UltraSR
real-world dataset
real-world deraining dataset
real-world MPI dataset
Real-world Smoke
Real-world Dataset
EVSSM
RealBench
Realblur dataset
Realblur dataset [30]
Realblur dataset[30]
RealBlur-50
RealBlur-R(trained on GoPro)
SDWNet
RealBSR-RAW
RealBSR-RGB
RealCE
RealD2K
RealRain1K-L
RealSR×4
RealVSR
Rectified wide-angle image rectangling T2
REDS-val-300
REDS-val-300 [40]
REED
Reface-Test
ReLoBlur
ReLoBlur+GoPro
RetouchingFFHQ++
RLE
Roots
Rotation correction T4
RS-Cloud
RS-Homo
RS-Real
rtts
RW^2AH
S2-NAIP
S20FE
S22+
S23U Tele 1
S24U Tele 2
Sailboat(256 × 256 × 3)
Samsung S7 dataset
Samsung S7 ISP
SArena
SC
Screen-Compound
ScreenImage
SD-Prompt
SD1
SDE
SDE-indoor
SDE-outdoor
SDSD_indoor
SDSD_outdoor
Second dialogue state tracking challenge
Ours
Seismic deconvolution
Sen2 MTC New
Sen2_MTC_New
Sen2venus - 4x upscaling
Swin2SR-MoSE
Set12 sigma70
N3Net
Set13
Set14 lambda30
Set14 lambda5-50
Set14 sigma25
Set14 sigma5-50
Set5 - 5x upscaling
Set5 - 6x upscaling
SEVIR
SFIN Dataset
ShapeNet synthetic NLOS dataset
SHEN2020
SHREC2020
SHREC2021
SICE-Grad
SICE-Mix
SICE-v2
SIDD-Medium
SIDD-Validation
SIED
simulated
simulated event data
Simulated Pathology
simulation dataset
Simulation Scenes
Site A
Site B
Skysat
Snow
Snow 100K
Solid
Song
SOTS-Mix
SPA
Spec-Face
SportsSloMo-CVS
SPPE
SREDS
SRRS
StainDoc
StainDoc Mark
StainDoc Seal
Stitched image rectangling T3
STL10
Stripes
Stroke
Sub-Region I
Sub-Region II
SUIM-E
SUN 360
SUN 360 Panorama
Sun et al. dataset
Suzie
SV-CT
SVGenius
SynDatasets
SYNTH
Synthesized mixed distortion dataset
Synthetic 500
Synthetic BurstSR
synthetic data
Synthetic dataset (MSCOCO-based)
synthetic low-light Raw dataset
synthetic numerical phantoms
SynWeather
T-OLED
tCoR
TDD
Teeth
TemMat
Texture Dataset
TianSet [23]
Times
Tiny-ImageNet
TLIE
TMM22
Tomo-1qvr
Tomo-5lzf
Toy
ToysFace(256 × 256 × 31)
ToysFlowers(256 × 256 × 31)
Tumor Cell
TURBID
Two-Photon Mice
U100
UAV-Rain1k
UCMerced LandUse
UDPET DRF-100 (1% Count)
UGC
UHD-moire
UHD-noise
UHDN_{\sigma=50}
UHDR dataset
UHDSnow
Ultrasound
Urabn100
Urban100 - 16x upscaling
ABPN
Urban100 (Quality 10 Color)
Urban100 (Quality 10 Grayscale)
Urban100 (Quality 20 Color)
Urban100 (Quality 20 Grayscale)
Urban100 (Quality 30 Color)
Urban100 (Quality 30 Grayscale)
Urban100 (Quality 40 Color)
Urban100 (Quality 40 Grayscale)
USR-248 - 4x upscaling
SRDRM-GAN
UWScene
UZ-ST
VCD
VE-LOL
vggface2
SymmFCNet (Full)
Videos
Videos News, Carphone, Hall Monitor (144 × 176 × 100)
ViT-RefineNet dataset
VOCd
VoxCeleb2
W-C
Walnut Slice Dataset
Washington DC(256 × 256 × 191)Botswana(256 × 256 × 145)
Washington DC(256 × 256 × 191)Salinas(217 × 217 × 224)
WDC dataset
WDC mall
WeatherBench-rain
WeatherStream
WebFace
Wei et al. (2018) dataset
Wikimedia Quality Images (WQIs)
Wild55
WorldView II
WorldView III
WorldView-II (Eight bands)
Worldview3
WSRD+
ShadowRefiner
WV2
XD
Xiong'an
XVFI
Yang et al. (2020) dataset
Yunmeng Shuihudi Han Slips
YUV
Z-Fold 3
Zero-Day
Zhang et al. dataset
Zhang et al. dataset [42]
Zhuhai-1
Zurich Raw-to-RGB
Zurich raw-to-RGB dataset
Zurich raw-to-sRGB dataset