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SotA/Computer Vision/Denoising

Denoising

221 benchmarks7282 papers

Denoising is a task in image processing and computer vision that aims to remove or reduce noise from an image. Noise can be introduced into an image due to various reasons, such as camera sensor limitations, lighting conditions, and compression artifacts. The goal of denoising is to recover the original image, which is considered to be noise-free, from a noisy observation.

<span style="color:grey; opacity: 0.6">( Image credit: Beyond a Gaussian Denoiser )</span>

Benchmarks

Denoising on Urban100 sigma50

PSNR

Denoising on SIDD

SSIM (sRGB)PSNR (sRGB)Average PSNR

Denoising on BSD68 sigma15

PSNRSSIM

Denoising on BSD68 sigma25

PSNRSSIM

Denoising on CBSD68 sigma50

PSNRLPIPSSSIM

Denoising on Urban100 sigma25

PSNRSSIM

Denoising on BSD68 sigma50

PSNRSSIM

Denoising on DND

SSIM (sRGB)PSNR (sRGB)Average PSNR

Denoising on CBSD68 sigma15

PSNRSSIM

Denoising on Darmstadt Noise Dataset

PSNRPSNR (sRGB)SSIM (sRGB)PSNR (Raw)SSIM (Raw)

Denoising on ELD SonyA7S2 x200

PSNR (Raw)SSIM (Raw)

Denoising on Kodak24 sigma50

PSNRLPIPSSSIM

Denoising on SID SonyA7S2 x250

PSNR (Raw)SSIM (Raw)

Denoising on CBSD68 sigma25

PSNRSSIM

Denoising on ELD SonyA7S2 x100

PSNR (Raw)SSIM (Raw)

Denoising on urban100 sigma15

Average PSNRPSNR

Denoising on SID x100

PSNR (Raw)SSIM

Denoising on SID x300

PSNR (Raw)SSIM

Denoising on Set12 sigma15

PSNRSSIM

Denoising on Set12 sigma50

PSNRSSIM

Denoising on Urban100 sigma15

PSNR

Denoising on CBSD68 sigma35

PSNRSSIM

Denoising on McMaster sigma50

PSNRLPIPSSSIM

Denoising on Set12 sigma25

PSNRSSIM

Denoising on SID SonyA7S2 x100

PSNR (Raw)SSIM (Raw)

Denoising on BSD68 sigma30

PSNR

Denoising on BSD68 sigma70

PSNR

Denoising on CBSD68 sigma75

PSNRSSIM

Denoising on McMaster sigma15

PSNR

Denoising on McMaster sigma25

PSNR

Denoising on BSD200 sigma30

PSNRSSIM

Denoising on BSD200 sigma50

PSNRSSIM

Denoising on BSD200 sigma70

PSNRSSIM

Denoising on BSD300 Noise Level 30%

PSNR

Denoising on BSD300 Noise Level 50%

PSNR

Denoising on BSD300 Noise Level 70%

PSNR

Denoising on BSD68 sigma10

PSNR

Denoising on BSD68 sigma35

PSNR

Denoising on BSD68 sigma75

PSNR

Denoising on CBSD68 sigma5

PSNRSSIM

Denoising on Kodak24 Noise Level 30%

PSNR

Denoising on Kodak24 Noise Level 50%

PSNR

Denoising on Kodak24 Noise Level 70%

PSNR

Denoising on Kodak24 sigma25

PSNRSSIM

Denoising on Kodak24 sigma30

PSNR

Denoising on Urban100 sigma10

PSNR

Denoising on Urban100 sigma30

PSNR

Denoising on Urban100 sigma70

PSNR

Denoising on BSD200 sigma10

PSNRSSIM

Denoising on BSD68 sigma5

PSNR

Denoising on CBSD68 sigma10

PSNR

Denoising on CBSD68 sigma100

LPIPSPSNRSSIM

Denoising on CBSD68 sigma150

LPIPSPSNRSSIM

Denoising on CBSD68 sigma200

LPIPSPSNRSSIM

Denoising on CBSD68 sigma250

LPIPSPSNRSSIM

Denoising on CBSD68 sigma45

PSNRSSIM

Denoising on CBSD68 sigma55

PSNRSSIM

Denoising on CBSD68 sigma65

PSNRSSIM

Denoising on Hanzi

PSNRSSIM

Denoising on ImageNet sigma100

LPIPSPSNRSSIM

Denoising on ImageNet sigma150

LPIPSPSNRSSIM

Denoising on ImageNet sigma200

LPIPSPSNRSSIM

Denoising on ImageNet sigma250

LPIPSPSNRSSIM

Denoising on ImageNet sigma50

LPIPSPSNRSSIM

Denoising on Kodak24 sigma10

PSNR

Denoising on Kodak24 sigma100

LPIPSPSNRSSIM

Denoising on Kodak24 sigma15

PSNR

Denoising on Kodak24 sigma150

LPIPSPSNRSSIM

Denoising on Kodak24 sigma200

LPIPSPSNRSSIM

Denoising on Kodak24 sigma250

LPIPSPSNRSSIM

Denoising on Kodak24 sigma70

PSNR

Denoising on McMaster sigma100

LPIPSPSNRSSIM

Denoising on McMaster sigma150

LPIPSPSNRSSIM

Denoising on McMaster sigma200

LPIPSPSNRSSIM

Denoising on McMaster sigma250

LPIPSPSNRSSIM

Denoising on RENOIR

Average PSNR

Denoising on SID SonyA7S2 x300

PSNR (Raw)SSIM (Raw)

Denoising on Set12 sigma30

PSNR

Denoising on BSD300 lambda30

PSNRSSIM

Denoising on BSD300 lambda5-50

PSNRSSIM

Denoising on BSD300 sigma25

PSNRSSIM

Denoising on BSD300 sigma5-50

PSNRSSIM

Denoising on BSD68 sigma20

PSNR

Denoising on BSD68 sigma40

PSNR

Denoising on BSD68 sigma45

PSNR

Denoising on BSD68 sigma55

PSNR

Denoising on BSD68 sigma60

PSNR

Denoising on BSD68 sigma65

PSNR

Denoising on CBSD68 sigma20

PSNR

Denoising on CBSD68 sigma30

PSNR

Denoising on CBSD68 sigma40

PSNR

Denoising on CBSD68 sigma60

PSNR

Denoising on CBSD68 sigma70

PSNR

Denoising on CBSD68 sigma85

PSNRSSIM

Denoising on CellNet

PSNR

Denoising on Clip300 sigma15

PSNR

Denoising on Clip300 sigma25

PSNR

Denoising on Clip300 sigma35

PSNR

Denoising on Clip300 sigma50

PSNR

Denoising on Clip300 sigma60

PSNR

Denoising on DIV2K

Average PSNR (dB)

Denoising on FFHQ

LPIPS

Denoising on FFHQ 64x64 - 4x upscaling

LPIPS

Denoising on Image Denoising on SID x300

PSNR (Raw)

Denoising on Kodak sigma50

PSNR

Denoising on Kodak24 lambda30

PSNRSSIM

Denoising on Kodak24 lambda5-50

PSNRSSIM

Denoising on Kodak24 sigma5-50

PSNRSSIM

Denoising on Kodak25 sigma15

PSNR

Denoising on Kodak25 sigma25

PSNR

Denoising on Kodak25 sigma35

PSNR

Denoising on Kodak25 sigma50

PSNR

Denoising on Kodak25 sigma75

PSNR

Denoising on McMaster sigma35

PSNR

Denoising on McMaster sigma75

PSNR

Denoising on NTIRE 2019 Real Image Denoising Challenge (sRGB)

PSNRSSIM

Denoising on Nam

PSNRSSIM

Denoising on PolyU

PSNRSSIM

Denoising on Set12 sigma70

PSNR

Denoising on Set14 lambda30

PSNRSSIM

Denoising on Set14 lambda5-50

PSNRSSIM

Denoising on Set14 sigma25

PSNRSSIM

Denoising on Set14 sigma5-50

PSNRSSIM

Denoising on iris

Average

Denoising on ultracold fermions Technion system, pixelfly

ODRMSE

Denoising on AAPM

PSNRSSIM

Denoising on CBSD68 sigm75

PSNR/SSIM

Denoising on FMD

PSNR