Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning

5 Jul 2019 Majed El Helou Sabine Süsstrunk

Blind and universal image denoising consists of using a unique model that denoises images with any level of noise. It is especially practical as noise levels do not need to be known when the model is developed or at test time... (read more)

PDF Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Grayscale Image Denoising BSD68 sigma10 BUIFD75 (blind) PSNR 33.47 # 2
Grayscale Image Denoising BSD68 sigma15 BUIFD75 (blind) PSNR 31.35 # 9
Grayscale Image Denoising BSD68 sigma20 BUIFD75 (blind) PSNR 29.88 # 1
Grayscale Image Denoising BSD68 sigma25 BUIFD75 (blind) PSNR 28.75 # 12
Grayscale Image Denoising BSD68 sigma30 BUIFD75 (blind) PSNR 27.82 # 2
Grayscale Image Denoising BSD68 sigma35 BUIFD75 (blind) PSNR 27.03 # 2
Grayscale Image Denoising BSD68 sigma40 BUIFD75 (blind) PSNR 26.31 # 1
Grayscale Image Denoising BSD68 sigma45 BUIFD75 (blind) PSNR 25.67 # 1
Grayscale Image Denoising BSD68 sigma5 BUIFD75 (blind) PSNR 37.25 # 1
Grayscale Image Denoising BSD68 sigma50 BUIFD75 (blind) PSNR 25.1 # 11
Grayscale Image Denoising BSD68 sigma55 BUIFD75 (blind) PSNR 24.55 # 1
Grayscale Image Denoising BSD68 sigma60 BUIFD75 (blind) PSNR 24.05 # 1
Grayscale Image Denoising BSD68 sigma65 BUIFD75 (blind) PSNR 23.56 # 1
Grayscale Image Denoising BSD68 sigma70 BUIFD75 (blind) PSNR 23.1 # 3
Grayscale Image Denoising BSD68 sigma75 BUIFD75 (blind) PSNR 22.67 # 2
Color Image Denoising CBSD68 sigma10 CBUIFD75 PSNR 35.98 # 1
Color Image Denoising CBSD68 sigma15 CBUIFD75 PSNR 33.66 # 3
Color Image Denoising CBSD68 sigma20 CBUIFD75 PSNR 32.02 # 1
Color Image Denoising CBSD68 sigma25 CBUIFD75 PSNR 30.76 # 3
Color Image Denoising CBSD68 sigma30 CBUIFD75 PSNR 29.71 # 1
Color Image Denoising CBSD68 sigma35 CBUIFD75 PSNR 28.81 # 3
Color Image Denoising CBSD68 sigma40 CBUIFD75 PSNR 28.01 # 1
Color Image Denoising CBSD68 sigma45 CBUIFD75 PSNR 27.28 # 1
Color Image Denoising CBSD68 sigma5 CBUIFD75 PSNR 40.05 # 1
Color Image Denoising CBSD68 sigma50 CBUIFD75 PSNR 26.60 # 8
Color Image Denoising CBSD68 sigma55 CBUIFD75 PSNR 25.95 # 1
Color Image Denoising CBSD68 sigma60 CBUIFD75 PSNR 25.34 # 1
Color Image Denoising CBSD68 sigma65 CBUIFD75 PSNR 24.75 # 1
Color Image Denoising CBSD68 sigma70 CBUIFD75 PSNR 24.18 # 1
Color Image Denoising CBSD68 sigma75 CBUIFD75 PSNR 23.63 # 3

Methods used in the Paper


METHOD TYPE
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