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ResearchFormerly WizWand

Image Denoising on iPhone

42.2PSNRXFormer + NTN
36.313637.841839.3740.8982Dec 6, 2024
Updated 7mo ago

Evaluation results

MethodLinks
XFormer + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.1242.298.26
NAFNet + NTNMethod Category=Ours2024.1242.0898.12
NTNBaseline=NAFNet2024.1242.0898.12
NAFNet + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.1242.0898.12
SSIDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1240.9598.23
AFMEvaluation Protocol=Official out-of-the-box, Method Category=Generalization2024.1240.5697.69
Mask-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1240.5498.01
C2N + DIDN*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1240.4897.45
LANBaseline=NAFNet, reproduced=true2024.1240.4897.66
DANet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1240.4697.51
APR-RDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1240.497.63
IDF*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1240.3697.76
Clip-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1240.2797.3
NAFNetGeneralization=None2024.1240.2597.07
NAFNetEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.1240.2597.07
CLIPDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1240.0996.85
XFormerEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.1239.9997.32
PNGAN + MIRNet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.1239.9397.11
AP-BSNEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1239.997.73
IDFEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.1239.7997.71
AFMBaseline=NAFNet, reproduced=true2024.1239.6895.45
R2REvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.1239.2596.14
PDDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1239.1396.11
MaskDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.1236.5492.73