TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

SotA/Computer Vision/Image Super-Resolution

Image Super-Resolution

201 benchmarks1589 papers

Image Super-Resolution is a machine learning task where the goal is to increase the resolution of an image, often by a factor of 4x or more, while maintaining its content and details as much as possible. The end result is a high-resolution version of the original image. This task can be used for various applications such as improving image quality, enhancing visual detail, and increasing the accuracy of computer vision algorithms.

Benchmarks

Image Super-Resolution on Set14 - 4x upscaling

PSNRSSIMMOSLPIPSDISTS

Image Super-Resolution on BSD100 - 4x upscaling

PSNRSSIMMOSLPIPSDISTS

Image Super-Resolution on Urban100 - 4x upscaling

PSNRSSIMLPIPSDISTSPerceptual IndexLR-PSNR

Image Super-Resolution on Manga109 - 4x upscaling

PSNRSSIMDISTSLPIPSLR-PSNR

Image Super-Resolution on Set5 - 2x upscaling

PSNRSSIM

Image Super-Resolution on Set14 - 2x upscaling

PSNRSSIM

Image Super-Resolution on Set5 - 3x upscaling

PSNRSSIM

Image Super-Resolution on BSD100 - 2x upscaling

PSNRSSIM

Image Super-Resolution on Urban100 - 2x upscaling

PSNRSSIM

Image Super-Resolution on Set14 - 3x upscaling

PSNRSSIM

Image Super-Resolution on Urban100 - 3x upscaling

PSNRSSIM

Image Super-Resolution on BSD100 - 3x upscaling

PSNRSSIM

Image Super-Resolution on DIV2K val - 4x upscaling

PSNRSSIMLPIPSLRPSNRDISTSNIQE

Image Super-Resolution on Manga109 - 2x upscaling

PSNRSSIM

Image Super-Resolution on Manga109 - 3x upscaling

PSNRSSIM

Image Super-Resolution on Set5 - 4x upscaling

PSNRSSIMMOS

Image Super-Resolution on FFHQ 256 x 256 - 4x upscaling

PSNRSSIMFIDMS-SSIM

Image Super-Resolution on Flickr1024 - 2x upscaling

PSNR

Image Super-Resolution on Middlebury - 2x upscaling

PSNR

Image Super-Resolution on Middlebury - 4x upscaling

PSNR

Image Super-Resolution on BurstSR

PSNRSSIMLPIPS

Image Super-Resolution on FFHQ 1024 x 1024 - 4x upscaling

FIDMS-SSIMPSNRSSIM

Image Super-Resolution on IXI

PSNR 2x T2wPSNR 4x T2wSSIM 4x T2wSSIM for 2x T2w

Image Super-Resolution on KITTI2012 - 4x upscaling

PSNR

Image Super-Resolution on KITTI2015 - 2x upscaling

PSNR

Image Super-Resolution on KITTI2015 - 4x upscaling

PSNR

Image Super-Resolution on FFHQ 512 x 512 - 4x upscaling

PSNRSSIMMS-SSIMLLEFEDFIDLPIPSNIQE

Image Super-Resolution on Flickr1024 - 4x upscaling

PSNR

Image Super-Resolution on PROBA-V

Normalized cPSNR

Image Super-Resolution on Set5 - 8x upscaling

PSNRSSIM

Image Super-Resolution on SyntheticBurst

PSNRSSIMLPIPS

Image Super-Resolution on Set14 - 8x upscaling

PSNRSSIM

Image Super-Resolution on VggFace2 - 8x upscaling

PSNR

Image Super-Resolution on WebFace - 8x upscaling

PSNR

Image Super-Resolution on BSD100 - 8x upscaling

PSNRSSIMDISTSLPIPSLRPSNRNIQE

Image Super-Resolution on ImageNet

FIDPSNRSSIM

Image Super-Resolution on KITTI2012 - 2x upscaling

PSNR

Image Super-Resolution on CelebA

FIDPSNRSSIM

Image Super-Resolution on KITTI2012 - 2x upscaling

PSNR

Image Super-Resolution on Manga109 - 8x upscaling

PSNRSSIM

Image Super-Resolution on Urban100 - 8x upscaling

PSNRSSIM

Image Super-Resolution on CelebA-HQ 128x128

PSNRSSIMConsistency

Image Super-Resolution on General100 - 4x upscaling

LPIPSDISTSPSNRSSIMLRPSNRNIQELR-PSNR

Image Super-Resolution on PIRM-test

NIQE

Image Super-Resolution on 2x upscaling

#params (K)FLOPs(G)

Image Super-Resolution on 3x upscaling

#params (K)FLOPs(G)

Image Super-Resolution on 4x upscaling

#params (K)FLOPs(G)

Image Super-Resolution on B100 - 2x upscaling

SSIMPSNR

Image Super-Resolution on B100 - 3x upscaling

SSIMPSNR

Image Super-Resolution on B100 - 4x upscaling

PSNRSSIM

Image Super-Resolution on BSDS100 - 2x upscaling

PSNRSSIM

Image Super-Resolution on CUFED5 - 4x upscaling

PSNRSSIM

Image Super-Resolution on DIV2K val - 8x upscaling

LPIPSPSNRSSIMDISTSLRPSNRNIQE

Image Super-Resolution on DIV8K val - 16x upscaling

LPIPSPSNRSSIM

Image Super-Resolution on General100 - 8x upscaling

LPIPSDISTSLRPSNRNIQEPSNRSSIM

Image Super-Resolution on Sen2venus - 2x upscaling

PSNRSSIM

Image Super-Resolution on Sun80 - 4x upscaling

PSNRSSIM

Image Super-Resolution on BSD100 - 16x upscaling

PSNRSSIM

Image Super-Resolution on BSD200 - 2x upscaling

PSNRSSIM

Image Super-Resolution on BSDS100 - 4x upscaling

PSNRSSIM

Image Super-Resolution on BSDS100 - 8x upscaling

PSNRSSIM

Image Super-Resolution on Celeb-HQ 4x upscaling

PSNRSSIM

Image Super-Resolution on Chikusei Dataset

PSNR

Image Super-Resolution on DIV2K val - 16x upscaling

PSNRSSIM

Image Super-Resolution on DIV8K test - 16x upscaling

LPIPSPSNR

Image Super-Resolution on EPFL NIR-VIS

SSIM

Image Super-Resolution on General-100 - 4x upscaling

DISTSLPIPSPSNRSSIM

Image Super-Resolution on KITTI 2012 - 2x upscaling

PSNR

Image Super-Resolution on KITTI 2012 - 4x upscaling

PSNR

Image Super-Resolution on KITTI 2015 - 2x upscaling

PSNR

Image Super-Resolution on KITTI 2015 - 4x upscaling

PSNR

Image Super-Resolution on KITTI2012 - 2x scaling

PSNR

Image Super-Resolution on Manga109 - 16x upscaling

PSNRSSIM

Image Super-Resolution on OLI2MSI - 3x upscaling

PSNRSSIM

Image Super-Resolution on Sen2venus - 4x upscaling

PSNRSSIM

Image Super-Resolution on Set14

PSNR

Image Super-Resolution on Set5 - 5x upscaling

PSNRSSIM

Image Super-Resolution on Set5 - 6x upscaling

PSNRSSIM

Image Super-Resolution on ShipSpotting

Frechet Inception Distance

Image Super-Resolution on TextZoom

Average AccuracyASTER Overall AccuracyMORAN Overall AccuracyCRNN Overall Accuracy

Image Super-Resolution on USR-248 - 4x upscaling

PSNRSSIMUIQM

Image Super-Resolution on Urban100 - 16x upscaling

PSNRSSIM

Image Super-Resolution on WLFW

Loss