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SotA/Graphs/Super-Resolution

Super-Resolution

284 benchmarks3874 papers

Super-Resolution is a task in computer vision that involves increasing the resolution of an image or video by generating missing high-frequency details from low-resolution input. The goal is to produce an output image with a higher resolution than the input image, while preserving the original content and structure.

<span style="color:grey; opacity: 0.6">( Credit: MemNet )</span>

Benchmarks

Super-Resolution on Set14 - 4x upscaling

PSNRSSIMMOSLPIPSDISTS

Super-Resolution on MSU Super-Resolution for Video Compression

BSQ-rate over ERQABSQ-rate over PSNRBSQ-rate over MS-SSIMBSQ-rate over LPIPSBSQ-rate over VMAFBSQ-rate over Subjective Score

Super-Resolution on BSD100 - 4x upscaling

PSNRSSIMMOSLPIPSDISTS

Super-Resolution on Urban100 - 4x upscaling

PSNRSSIMLPIPSDISTSPerceptual IndexLR-PSNR

Super-Resolution on MSU Video Upscalers: Quality Enhancement

SSIMPSNRLPIPSVMAF

Super-Resolution on Manga109 - 4x upscaling

PSNRSSIMDISTSLPIPSLR-PSNR

Super-Resolution on Set5 - 2x upscaling

PSNRSSIM

Super-Resolution on Set14 - 2x upscaling

PSNRSSIM

Super-Resolution on MSU Video Super Resolution Benchmark: Detail Restoration

Subjective scoreERQAv1.01 - LPIPSSSIMQRCRv1.0PSNRFPS

Super-Resolution on Set5 - 3x upscaling

PSNRSSIM

Super-Resolution on BSD100 - 2x upscaling

PSNRSSIM

Super-Resolution on Urban100 - 2x upscaling

PSNRSSIM

Super-Resolution on Vid4 - 4x upscaling

PSNRSSIMMOVIE

Super-Resolution on Set14 - 3x upscaling

PSNRSSIM

Super-Resolution on Urban100 - 3x upscaling

PSNRSSIM

Super-Resolution on BSD100 - 3x upscaling

PSNRSSIM

Super-Resolution on DIV2K val - 4x upscaling

PSNRSSIMLPIPSLRPSNRDISTSNIQE

Super-Resolution on Manga109 - 2x upscaling

PSNRSSIM

Super-Resolution on Vid4 - 4x upscaling - BD degradation

PSNRSSIM

Super-Resolution on Manga109 - 3x upscaling

PSNRSSIM

Super-Resolution on Set5 - 4x upscaling

PSNRSSIMMOS

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

PSNRSSIMFIDMS-SSIM

Super-Resolution on Flickr1024 - 2x upscaling

PSNR

Super-Resolution on Middlebury - 2x upscaling

PSNR

Super-Resolution on Middlebury - 4x upscaling

PSNR

Super-Resolution on RealMCVSR

PSNR

Super-Resolution on BurstSR

PSNRSSIMLPIPS

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

FIDMS-SSIMPSNRSSIM

Super-Resolution on IXI

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

Super-Resolution on KITTI2012 - 4x upscaling

PSNR

Super-Resolution on KITTI2015 - 2x upscaling

PSNR

Super-Resolution on KITTI2015 - 4x upscaling

PSNR

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

PSNRSSIMMS-SSIMLLEFEDFIDLPIPSNIQE

Super-Resolution on Flickr1024 - 4x upscaling

PSNR

Super-Resolution on PROBA-V

Normalized cPSNR

Super-Resolution on Set5 - 8x upscaling

PSNRSSIM

Super-Resolution on SyntheticBurst

PSNRSSIMLPIPS

Super-Resolution on UDM10 - 4x upscaling

PSNRSSIM

Super-Resolution on REDS4- 4x upscaling

PSNRSSIM

Super-Resolution on Set14 - 8x upscaling

PSNRSSIM

Super-Resolution on VggFace2 - 8x upscaling

PSNR

Super-Resolution on WebFace - 8x upscaling

PSNR

Super-Resolution on BSD100 - 8x upscaling

PSNRSSIMDISTSLPIPSLRPSNRNIQE

Super-Resolution on ImageNet

FIDPSNRSSIM

Super-Resolution on KITTI2012 - 2x upscaling

PSNR

Super-Resolution on CelebA

FIDPSNRSSIM

Super-Resolution on KITTI2012 - 2x upscaling

PSNR

Super-Resolution on Manga109 - 8x upscaling

PSNRSSIM

Super-Resolution on Ultra Video Group HD - 4x upscaling

Average PSNR

Super-Resolution on Urban100 - 8x upscaling

PSNRSSIM

Super-Resolution on CelebA-HQ 128x128

PSNRSSIMConsistency

Super-Resolution on DIV2K val-q30-4x

PSNRSSIM

Super-Resolution on DIV2K val-q50-4x

PSNRSSIM

Super-Resolution on DIV2K val-q70-4x

PSNRSSIM

Super-Resolution on DIV2K val-q90-4x

PSNRSSIM

Super-Resolution on DIV2K val-q30-2x

PSNRSSIM

Super-Resolution on DIV2K val-q50-2x

PSNRSSIM

Super-Resolution on DIV2K val-q70-2x

PSNRSSIM

Super-Resolution on DIV2K val-q90-2x

PSNRSSIM

Super-Resolution on Falling Objects

SSIMPSNRTIoU

Super-Resolution on General100 - 4x upscaling

LPIPSDISTSPSNRSSIMLRPSNRNIQELR-PSNR

Super-Resolution on PIRM-test

NIQE

Super-Resolution on TbD

SSIMPSNRTIoU

Super-Resolution on TbD-3D

SSIMPSNRTIoU

Super-Resolution on Vimeo90K

PSNRSSIM

Super-Resolution on Xiph HD - 4x upscaling

Average PSNR

Super-Resolution on 2x upscaling

#params (K)FLOPs(G)

Super-Resolution on 3x upscaling

#params (K)FLOPs(G)

Super-Resolution on 4x upscaling

#params (K)FLOPs(G)

Super-Resolution on B100 - 2x upscaling

SSIMPSNR

Super-Resolution on B100 - 3x upscaling

SSIMPSNR

Super-Resolution on B100 - 4x upscaling

PSNRSSIM

Super-Resolution on BSD100-2x

PSNRSSIM

Super-Resolution on BSD100-4x

PSNRSSIM

Super-Resolution on BSDS100 - 2x upscaling

PSNRSSIM

Super-Resolution on CUFED5 - 4x upscaling

PSNRSSIMAverage PSNR

Super-Resolution on DIV2K val - 8x upscaling

LPIPSPSNRSSIMDISTSLRPSNRNIQE

Super-Resolution on DIV2K val-2x

PSNRSSIM

Super-Resolution on DIV2K val-4x

PSNRSSIM

Super-Resolution on DIV8K val - 16x upscaling

LPIPSPSNRSSIM

Super-Resolution on General100 - 8x upscaling

LPIPSDISTSLRPSNRNIQEPSNRSSIM

Super-Resolution on Sen2venus - 2x upscaling

PSNRSSIM

Super-Resolution on Set14-2x

PSNRSSIM

Super-Resolution on Set14-4x

PSNRSSIM

Super-Resolution on Set5-2x

PSNRSSIM

Super-Resolution on Set5-4x

PSNRSSIM

Super-Resolution on Sun80 - 4x upscaling

PSNRSSIM

Super-Resolution on Urban100-2x

PSNRSSIM

Super-Resolution on Urban100-4x

PSNRSSIM

Super-Resolution on BSD100 - 16x upscaling

PSNRSSIM

Super-Resolution on BSD200 - 2x upscaling

PSNRSSIM

Super-Resolution on BSDS100 - 4x upscaling

PSNRSSIM

Super-Resolution on BSDS100 - 8x upscaling

PSNRSSIM

Super-Resolution on Celeb-HQ 4x upscaling

PSNRSSIM

Super-Resolution on Chikusei Dataset

PSNR

Super-Resolution on DIV2K val - 16x upscaling

PSNRSSIM

Super-Resolution on DIV8K test - 16x upscaling

LPIPSPSNR

Super-Resolution on EPFL NIR-VIS

SSIM

Super-Resolution on General-100 - 4x upscaling

DISTSLPIPSPSNRSSIM

Super-Resolution on KITTI 2012 - 2x upscaling

PSNR

Super-Resolution on KITTI 2012 - 4x upscaling

PSNR

Super-Resolution on KITTI 2015 - 2x upscaling

PSNR

Super-Resolution on KITTI 2015 - 4x upscaling

PSNR

Super-Resolution on KITTI2012 - 2x scaling

PSNR

Super-Resolution on Manga109 - 16x upscaling

PSNRSSIM

Super-Resolution on OLI2MSI - 3x upscaling

PSNRSSIM

Super-Resolution on SAT-MTB-VSR

PSNR

Super-Resolution on SPMCS - 4x upscaling

PSNRSSIM

Super-Resolution on Sen2venus - 4x upscaling

PSNRSSIM

Super-Resolution on Set14

PSNR

Super-Resolution on Set5 - 5x upscaling

PSNRSSIM

Super-Resolution on Set5 - 6x upscaling

PSNRSSIM

Super-Resolution on ShipSpotting

Frechet Inception Distance

Super-Resolution on TextZoom

Average AccuracyASTER Overall AccuracyMORAN Overall AccuracyCRNN Overall Accuracy

Super-Resolution on USR-248 - 4x upscaling

PSNRSSIMUIQM

Super-Resolution on Urban100 - 16x upscaling

PSNRSSIM

Super-Resolution on Vimeo-90K

Average PSNR

Super-Resolution on WLFW

Loss

Super-Resolution on hradis et al dataset

Average PSNRSSIM