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ResearchFormerly WizWand

Image Denoising on Huawei

39.89PSNRXFormer + NTN
34.6936.0437.3938.74Dec 6, 2024
Updated 7mo ago

Evaluation results

MethodLinks
XFormer + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.1239.8997.79
NAFNet + NTNMethod Category=Ours2024.1239.8397.82
NTNBaseline=NAFNet2024.1239.8397.82
NAFNet + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.1239.8397.82
CLIPDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1238.7497.15
C2N + DIDN*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1238.5696.79
DANet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1238.496.91
R2REvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1238.3596.67
XFormerEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.1238.3596.78
AFMEvaluation Protocol=Official out-of-the-box, Method Category=Generalization2024.1238.3396.79
AFMBaseline=NAFNet, reproduced=true2024.1238.2196.83
Clip-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1238.0797.02
PNGAN + MIRNet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1238.0296.78
Mask-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1237.9996.94
IDF*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1237.7796.49
NAFNetGeneralization=None2024.1237.7396.8
NAFNetEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.1237.7396.8
PDDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1237.6995.92
LANBaseline=NAFNet, reproduced=true2024.1237.5396.8
SSIDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1237.2796.56
AP-BSNEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1237.0696.33
APR-RDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1236.7595.9
IDFEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1236.2395.93
MaskDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1234.8995.86