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/Medical/Image Denoising

Image Denoising

34 benchmarks1220 papers

Image Denoising is a computer vision task that involves removing noise from an image. Noise can be introduced into an image during acquisition or processing, and can reduce image quality and make it difficult to interpret. Image denoising techniques aim to restore an image to its original quality by reducing or removing the noise, while preserving the important features of the image.

<span style="color:grey; opacity: 0.6">( Image credit: Wide Inference Network for Image Denoising via Learning Pixel-distribution Prior )</span>

Benchmarks

Image Denoising on SIDD

SSIM (sRGB)PSNR (sRGB)Average PSNR

Image Denoising on DND

PSNR (sRGB)SSIM (sRGB)

Image Denoising on ELD SonyA7S2 x200

PSNR (Raw)SSIM (Raw)

Image Denoising on SID SonyA7S2 x250

PSNR (Raw)SSIM (Raw)

Image Denoising on ELD SonyA7S2 x100

PSNR (Raw)SSIM (Raw)

Image Denoising on SID x100

PSNR (Raw)SSIM

Image Denoising on SID x300

PSNR (Raw)SSIM

Image Denoising on SID SonyA7S2 x100

PSNR (Raw)SSIM (Raw)

Image Denoising on Urban100 sigma50

PSNR

Image Denoising on BSD68 sigma50

PSNR

Image Denoising on SID SonyA7S2 x300

PSNR (Raw)SSIM (Raw)

Image Denoising on Urban100 sigma25

PSNR

Image Denoising on urban100 sigma15

Average PSNRPSNR

Image Denoising on BSD68 sigma30

PSNR

Image Denoising on FFHQ

LPIPS

Image Denoising on FFHQ 64x64 - 4x upscaling

LPIPS

Image Denoising on Image Denoising on SID x300

PSNR (Raw)

Image Denoising on Nam

PSNRSSIM

Image Denoising on PolyU

PSNRSSIM

Image Denoising on ultracold fermions Technion system, pixelfly

ODRMSE

Image Denoising on FMD

PSNR