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ResearchFormerly WizWand

Image Denoising on Xiaomi

36.25PSNRXFormer + NTN
33.275634.047834.8235.5922Dec 6, 2024
Updated 7mo ago

Evaluation results

MethodLinks
XFormer + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.1236.2597.51
NAFNet + NTNMethod Category=Ours2024.1236.1797.49
NTNBaseline=NAFNet2024.1236.1797.49
NAFNet + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.1236.1797.49
DANet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1235.5797.06
XFormerEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.1235.5497.06
CLIPDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1235.597.07
C2N + DIDN*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1235.4496.84
AFMBaseline=NAFNet, reproduced=true2024.1235.3997.09
R2REvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1235.3996.68
AFMEvaluation Protocol=Official out-of-the-box, Method Category=Generalization2024.1235.2596.65
PNGAN + MIRNet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1235.2496.9
Mask-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1235.1296.97
Clip-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1235.1196.9
PDDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1235.0396.26
NAFNetGeneralization=None2024.1234.9996.85
NAFNetEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.1234.9996.85
IDF*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1234.9596.17
LANBaseline=NAFNet, reproduced=true2024.1234.8396.67
SSIDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1234.2795.66
APR-RDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1233.7494.83
IDFEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1233.6995.63
MaskDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1233.4695.31
AP-BSNEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1233.3995.52