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ResearchFormerly WizWand

Image Denoising on Sony

44.66PSNRAFM
37.619239.447141.27543.1029Dec 6, 2024
Updated 7mo ago

Evaluation results

MethodLinks
AFMEvaluation Protocol=Official out-of-the-box, Method Category=Generalization2024.1244.6699.01
C2N + DIDN*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1244.6398.99
XFormer + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.1244.4498.86
DANet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1244.3698.95
NAFNet + NTNMethod Category=Ours2024.1244.3498.75
NTNBaseline=NAFNet2024.1244.3498.75
NAFNet + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.1244.3498.75
Mask-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1244.0498.99
XFormerEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.1243.8998.92
LANBaseline=NAFNet, reproduced=true2024.1243.6698.83
NAFNetGeneralization=None2024.1243.6598.29
NAFNetEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.1243.6598.29
PDDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1243.698.66
Clip-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1243.4298.57
APR-RDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1243.3598.61
AFMBaseline=NAFNet, reproduced=true2024.1243.3196.37
PNGAN + MIRNet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1243.1598.6
IDFEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1243.1298.85
SSIDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1243.0398.83
CLIPDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1242.9498.24
IDF*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1242.5898.48
R2REvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1241.5597.35
AP-BSNEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1240.1398.05
MaskDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1237.8993.54