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ResearchFormerly WizWand

RAW Image Denoising on SID Sony x300 gain (test)

37.3627PSNRSID
29.50456431.54465733.5847535.624843Aug 7, 2023
Updated 8mo ago

Evaluation results

MethodLinks
SIDCategory=Real Data Based, Extra Data Requirements=~1800 noisy-clean pairs, Iterations (K)=257.6, Architecture=UNet2023.0837.36270.9341
LEDCategory=Real Data Based, Extra Data Requirements=6 noisy-clean pairs, Iterations (K)=1.5, Architecture=UNet2023.0836.67280.9147
ELDCategory=Calibration-Based, Extra Data Requirements=~300 calibration data, Iterations (K)=257.6, Architecture=UNet2023.0835.94020.8982
Zhang et al.Category=Calibration-Based, Extra Data Requirements=~150/~150 for calib./database, Iterations (K)=257.6, Architecture=UNet2023.0835.54390.8975
AINDNet*Category=Real Data Based, Extra Data Requirements=~300 noisy-clean pairs, Iterations (K)=1.5, Architecture=AINDNet, Pre-training=Proposed noise model2023.0834.56150.8856
AINDNetCategory=Real Data Based, Extra Data Requirements=~300 noisy-clean pairs, Iterations (K)=1.5, Architecture=AINDNet, Pre-training=AWGN2023.0832.22910.7397
Kristina et al.Category=DNN Model Based, Extra Data Requirements=~1800 noisy-clean pairs, Iterations (K)=327.6, Architecture=UNet2023.0831.29710.699
Noise2NoiseCategory=Real Data Based, Extra Data Requirements=~12000 noisy pairs, Iterations (K)=257.6, Architecture=UNet2023.0831.09910.708
Calibrated P-GCategory=Calibration-Based, Extra Data Requirements=~300 calibration data, Iterations (K)=257.6, Architecture=UNet2023.0831.00350.6522
NoiseFlowCategory=DNN Model Based, Extra Data Requirements=~1800 noisy-clean pairs, Iterations (K)=777.6, Architecture=UNet2023.0829.80680.67