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ResearchFormerly WizWand

Image Denoising on OPPO

40.7PSNRXFormer + NTN
35.08436.5423839.458Dec 6, 2024
Updated 7mo ago

Evaluation results

MethodLinks
XFormer + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.1240.798.07
NAFNet + NTNMethod Category=Ours2024.1240.5598.01
NTNBaseline=NAFNet2024.1240.5598.01
NAFNet + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.1240.5598.01
AFMEvaluation Protocol=Official out-of-the-box, Method Category=Generalization2024.1240.1397.95
C2N + DIDN*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1240.0897.93
DANet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1239.8597.89
AFMBaseline=NAFNet, reproduced=true2024.1239.8497.88
Clip-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1239.7397.89
NAFNetGeneralization=None2024.1239.6497.86
NAFNetEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.1239.6497.86
XFormerEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.1239.6197.79
PNGAN + MIRNet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1239.5697.82
CLIPDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1239.5697.69
Mask-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1239.5597.9
LANBaseline=NAFNet, reproduced=true2024.1239.4297.73
R2REvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1239.3897.44
SSIDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1239.1797.43
AP-BSNEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1239.1197.5
APR-RDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1238.9397.13
PDDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1238.7597.07
IDFEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1238.7497.54
IDF*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1238.6497.28
MaskDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1235.395.93