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HyperAI
SOTA
Image Restoration

Image Restoration

Recovering high-quality images from degraded inputs, including super-resolution, denoising, deblurring, and inpainting.

Leaderboard

100 models total

Benchmarks

Set14 - 4x upscaling

BSD100 - 4x upscaling

OptVQ (16x16x8)

Urban100 - 4x upscaling

Manga109 - 4x upscaling

Set5 - 2x upscaling

Set14 - 2x upscaling

Set5 - 3x upscaling

BSD100 - 2x upscaling

Urban100 - 2x upscaling

LOL-v2-Synthetic

Set14 - 3x upscaling

Manga109 - 2x upscaling

Urban100 - 3x upscaling

BSD100 - 3x upscaling

DIV2K val - 4x upscaling

Manga109 - 3x upscaling

Urban100 sigma50

Set5 - 4x upscaling

Urban100 sigma25

SIDD-Validation

Live1 (Quality 10 Grayscale)

Residual Dense Network +

FFHQ 256 x 256 - 4x upscaling

LIVE1 (Quality 20 Grayscale)

Residual Dense Network +

Darmstadt Noise Dataset

Flickr1024 - 2x upscaling

KITTI 2012 - 4x upscaling

KITTI 2015 - 2x upscaling

KITTI 2015 - 4x upscaling

MIT-Adobe FiveK

FFHQ 1024 x 1024 - 4x upscaling

Kodak24 sigma50

LIVE1 (Quality 10 Color)

LIVE1 (Quality 20 Color)

Middlebury - 2x upscaling

Middlebury - 4x upscaling

FFHQ 512 x 512 - 4x upscaling

Flickr1024 - 4x upscaling

Set5 - 8x upscaling

DBPN-RES-MR64-3

Classic5 (Quality 10 Grayscale)

LIVE1 (Quality 30 Grayscale)

Residual Dense Network +

McMaster sigma50

Set14 - 8x upscaling

DBPN-RES-MR64-3

urban100 sigma15

VggFace2 - 8x upscaling

WebFace - 8x upscaling

BSD100 - 8x upscaling

Classic5 (Quality 20 Grayscale)

Classic5 (Quality 30 Grayscale)

DIV2KRK - 4x upscaling

ICB (Quality 10 Color)

ICB (Quality 20 Color)

ImageNet 256x256

KITTI 2012 - 2x upscaling

Beam-Splitter Deblurring (BSD)

Classic5 (Quality 40 Grayscale)

DIV2KRK - 2x upscaling

ICB (Quality 10 Grayscale)

ICB (Quality 20 Grayscale)

ImageNet 256×256

KITTI2012 - 2x upscaling

LIVE1 (Quality 40 Grayscale)

Manga109 - 8x upscaling

DBPN-RES-MR64-3

SIR^2(Postcard)

Urban100 - 8x upscaling

urban100-sigma15-1

DIV2K-Val (synthetic)

DIV2K val-q30-4x

DIV2K val-q50-4x

DIV2K val-q70-4x

DIV2K val-q90-4x

DRealSR (real-world)

Edge-to-Handbags

Exposure-Errors

fastMRI Knee 8x

HUMUS-Net (train+val data)

fastMRI Knee Val 8x

General-100 - 4x upscaling

Geo170K Diagrams

ICB (Quality 30 Color)

McMaster sigma15

McMaster sigma25

RAW smartphone dataset

RealSR (real-world)

Synthetic Diagrams

10 synthetic spectral scenes

BSD300 Noise Level 30%

BSD300 Noise Level 50%

BSD300 Noise Level 70%

Deep CNN Denoiser

DIV2K val-q30-2x

DIV2K val-q50-2x

DIV2K val-q70-2x

DIV2K val-q90-2x

Dual-camera RGB-MS Dataset

HIDE (trained on GOPRO)

Huawei P40 Pro dual-camera sRGB dataset

ImageNet-1k val

Kodak24 Noise Level 30%

CNN (Median Layers)

Kodak24 Noise Level 50%

Kodak24 Noise Level 70%

Kodak24 sigma25

LIVE1 (Quality 30 Color)

Low-light enhancement

smartphone RAW dataset

Sony-Total-Dark

ARIS sonar data

B100 - 2x upscaling

B100 - 3x upscaling

B100 - 4x upscaling

Deep CNN Denoiser

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)

Calibration (Real)

CameraFusion-Real

CBSD68 sigma100

CBSD68 sigma150

CBSD68 sigma200

CBSD68 sigma250

CelebA (256 × 256)

CelebA-HQ 128x128

CUFED5 - 4x upscaling

Cyriac et al., Chen et al.

Danbooru AnimeFace

DIV2K Valid RealESRGAN degradations

DIV2K val - 8x upscaling

DIV2K, Flickr2K, WED

DIV8K val - 16x upscaling

Ellipse Material Dataset

fastMRI Brain 4x

fastMRI Brain 8x

fastMRI Knee 4x

End-to-end variational network

General100 - 8x upscaling

Image Inpainting

ImageNet (256 × 256)

ImageNet sigma100

ImageNet sigma150

ImageNet sigma200

ImageNet sigma250

ImageNet sigma50

IMX766 CMOS sensor dataset

Kodak24 sigma100

Kodak24 sigma15

Kodak24 sigma150

Kodak24 sigma200

Kodak24 sigma250

Kodak24 sigma30

Residual Dense Network +

McMaster sigma100

McMaster sigma150

McMaster sigma200

McMaster sigma250

Monte Carlo-rendered image

PAS-CAL VOC 2012

Raindrop Removal

Rainstreak & Raindrop

RAW-to-RAW mapping dataset

Real-world nighttime images

Real-world Dataset

Reflect-Corridor

SAR Image Despeckling dataset

Seismic dataset

Sen2venus - 2x upscaling

STED fixed-cell microtubule data set

Sun80 - 4x upscaling

Synthetic dataset

synthetic test set

SynthRAD2023 Task2 Pelvis Dataset

Urban100 sigma10

Urban100 sigma30

Restormer-Local

Urban100 sigma70

zebrafish dataset

5-Degradation Blind All-in-One Image Restoration

Abdominal Respiratory

AI-generated Dataset

AllWeatherNight

Artist-designed Dataset

Ax FLAIR (fastMRI brain)

Ax T2 (fastMRI brain)

Balloons, Beads, Flowers, Fruits

black hole imaging

Blender synthetic dataset

BrainWeb (20% Count)

BSD100 - 16x upscaling

BSD200 - 2x upscaling

BSD300 lambda30

BSD300 lambda5-50

BSD300 sigma5-50

BSD500 (Quality 10 Color)

BSD500 (Quality 20 Color)

BSD500 (Quality 30 Color)

BSD500 (Quality 40 Color)

BUIFD75 (blind)

BUIFD75 (blind)

BSDS100 - 4x upscaling

DBPN-RES-MR64-3

BSDS100 - 8x upscaling

DBPN-RES-MR64-3

Building dataset

Canon RAW Low Light

Celeb-HQ 4x upscaling

Edge-informed SR

Celebrate-HQ-256×256

Circular-cylinder dataset

City Scene Dataset

Cleared Thy1-GFP Mouse Brain neurons

Clip300 sigma15

Clip300 sigma25

Clip300 sigma35

Clip300 sigma50

Clip300 sigma60

CMRxRecon cardiac

Collected real-image dataset

Color images House, Tree, Jelly Beans (256 × 256 × 3)

Coltea-Lung-CT-100W

constructed dataset

construction site dataset

construction site test set

Coronal PD (fastMRI knee)

Coronal PD-FS (fastMRI knee)

CPC-paired dataset

Dense neuron cluster

Dermatologist level dermoscopy skin cancer classification using different deep learning convolutional neural networks algorithms

Deep Dynamic Residual Attention Network

DIV2K Valid bicubic degradations

DIV2K validation

DIV2K validation set

DIV2K val - 16x upscaling

DIV8K test - 16x upscaling

Edge-to-Clothes

Edges→Handbags-256×256

EMCCD test dataset

Face, Peppers, Egyptian Statue (512 × 512 × 31)

fastMRI multi-coil knee dataset

Feathers, Flowers, Toys

FFHQ 64x64 - 4x upscaling

Flare7k++ test dataset

Fluorescence Microscopy

FMD Confocal Fish

FMD Confocal Mice

FMD Two-Photon Mice

Foggy Cityscapes

GaoFen-2 (Four bands)

Harvard dataset

HiGlass Dataset

hradis et al dataset

super-resolution

HSIs Feathers, Flowers, Thread Spools (512 × 512 × 31)

Human Protein Atlas Image

HVS ISP Dataset

ICB (Quality 30 Grayscale)

ImageNet-Subset

In-House (1% Count)

InfraredSR-Synthetic

Institut Fresnel's database

InstructPix2Pix

KITTI2012 - 2x scaling

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

Kuramoto-Sivashinsky

Lai et al. dataset

Levin et al. dataset

LFE synthetic dataset

LGG Segmentation Dataset

LIVE1 (Quality 40 Color)

Live1 (Quality 50 Grayscale)

Live1 (Quality 70 Grayscale)

Live1 (Quality 80 Grayscale)

Low-light + Blur

Low-light + Haze + Noise

Low-light + Noise

Manga109 - 16x upscaling

McMaster sigma35

McMaster sigma75

Mixed-degradation

Mobile AIM21 dataset

Monte Carlo rendering dataset

motorbikes dataset

MRI reconstruction

MRI Super-Resolution

multi-coil brain dataset

Multi-Weather6K

new real-world thermal dataset

NewsCarphone(144 × 176 × 100)

Nikon RAW Low Light

Noise + Blur: Div2k

NTIRE 2019 Real Image Denoising Challenge (sRGB)

NTIRE2020-Clean

NTIRE2020-realworld

OLI2MSI - 3x upscaling

Our synthetic dataset

our synthetic test dataset

PhysioNet Challenge 2012

polarimetric dataset

Private Breast US

Private set (pseudo-CBCT dataset)

proposed benchmark

PSTM synthetic dataset

Public Breast US

QuickBird (Four bands)

Radiometry Correction Dataset

RainDS-(RD+Rain)

RainDS-real-RDS

RainDS-Syn-Rain

RainDS-Syn-RD-Rain

Raw-to-Raw dataset

Real captured images

real-world deraining dataset

real-world MPI dataset

Real-world Smoke

Realblur dataset

RealBlur-R(trained on GoPro)

Rectified wide-angle image rectangling T2

RetouchingFFHQ++

Rotation correction T4

Sailboat(256 × 256 × 3)

Samsung S7 dataset

Screen-Compound

Seismic deconvolution

Sen2venus - 4x upscaling

Set14 lambda5-50

Set14 sigma5-50

Set5 - 5x upscaling

Set5 - 6x upscaling

ShapeNet synthetic NLOS dataset

simulated event data

Simulated Pathology

simulation dataset

Simulation Scenes

SportsSloMo-CVS

Stitched image rectangling T3

SUN 360 Panorama

Synthesized mixed distortion dataset

Synthetic BurstSR

synthetic low-light Raw dataset

synthetic numerical phantoms

Texture Dataset

ToysFace(256 × 256 × 31)

ToysFlowers(256 × 256 × 31)

Two-Photon Mice

UC Merced Land-Use

UDPET DRF-100 (1% Count)

UHDN_{\sigma=50}

Urban100 - 16x upscaling

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

SymmFCNet (Full)

Videos News, Carphone, Hall Monitor (144 × 176 × 100)

ViT-RefineNet dataset

Walnut Slice Dataset

Washington DC(256 × 256 × 191)Botswana(256 × 256 × 145)

Washington DC(256 × 256 × 191)Salinas(217 × 217 × 224)

WeatherBench-rain

Wei et al. (2018) dataset

Wikimedia Quality Images (WQIs)

WorldView-II (Eight bands)

Yunmeng Shuihudi Han Slips

Zhang et al. dataset

Zurich Raw-to-RGB

Zurich raw-to-RGB dataset

Zurich raw-to-sRGB dataset

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