Image Denoising on CC
37.99PSNRDMID-d
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DMID-dSupervision=Unsupervised2023.07 | 37.99 | 0.988 | 0.078 | |
| Positive2NegativeCategory=Self-Supervised (Single Image Based Methods)2024.12 | 37.92 | 0.954 | — | |
| NAFNet + NTNMethod Category=Ours2024.12 | 37.84 | 0.9877 | — | |
| NTNBaseline=NAFNet2024.12 | 37.84 | 0.9877 | — | |
| NAFNet + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 37.84 | 0.9877 | — | |
| XFormer + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 37.82 | 0.9862 | — | |
| S2SSupervision=Unsupervised2023.07 | 37.52 | 0.951 | — | |
| Self2SelfCategory=Self-Supervised (Single Image Based Methods)2024.12 | 37.44 | 0.948 | — | |
| ScoreDVISupervision=Unsupervised2023.07 | 37.09 | 0.945 | — | |
| DMID-pSupervision=Unsupervised2023.07 | 37.09 | 0.9854 | 0.072 | |
| ScoreDVICategory=Self-Supervised (Single Image Based Methods)2024.12 | 37.09 | 0.945 | — | |
| C2N + DIDN*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 36.92 | 0.9813 | — | |
| AFMEvaluation Protocol=Official out-of-the-box, Method Category=Generalization2024.12 | 36.81 | 0.9828 | — | |
| NN+denoiserCategory=Self-Supervised (Single Image Based Methods)2024.12 | 36.52 | 0.943 | — | |
| UformerSupervision=Supervised2023.07 | 36.31 | 0.9795 | 0.085 | |
| AFMBaseline=NAFNet, reproduced=true2024.12 | 36.31 | 0.9815 | — | |
| CLIPDenoising2024.03 | 36.3 | 0.941 | — | |
| CLIPDenoisingCategory=Supervised2024.12 | 36.3 | 0.941 | — | |
| CLIPDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 36.3 | 0.9809 | — | |
| RestormerSupervision=Supervised2023.07 | 36.27 | 0.981 | 0.077 | |
| MPRNetSupervision=Supervised2023.07 | 36.2 | 0.9769 | 0.094 | |
| DANet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 36.16 | 0.9815 | — | |
| IDF*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 36.14 | 0.9809 | — | |
| DIL2024.03 | 36.1 | 0.948 | — | |
| PNGAN + MIRNet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 36.1 | 0.981 | — | |
| MIRNetSupervision=Supervised2023.07 | 36.04 | 0.9797 | 0.088 | |
| XFormerEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 35.95 | 0.9782 | — | |
| Clip-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 35.92 | 0.9819 | — | |
| DANet+Supervision=Supervised2023.07 | 35.91 | 0.9816 | 0.073 | |
| PD-denoisingCategory=Self-Supervised (Single Image Based Methods)2024.12 | 35.85 | 0.923 | — | |
| APR-RDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 35.83 | 0.9824 | — | |
| PDDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 35.82 | 0.9742 | — | |
| NAFNetGeneralization=None2024.12 | 35.69 | 0.9811 | — | |
| NAFNetEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 35.69 | 0.9811 | — | |
| DeamNetSupervision=Supervised2023.07 | 35.64 | 0.9652 | 0.089 | |
| Mask-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 35.64 | 0.981 | — | |
| DIPCategory=Self-Supervised (Single Image Based Methods)2024.12 | 35.61 | 0.912 | — | |
| LANBaseline=NAFNet, reproduced=true2024.12 | 35.59 | 0.9808 | — | |
| LUD-VAE2024.03 | 35.48 | 0.941 | — | |
| R2REvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 35.28 | 0.9758 | — | |
| HAT2024.03 | 35.27 | 0.901 | — | |
| UnprocessingCategory=Supervised2024.12 | 35.18 | 0.908 | — | |
| SSIDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 34.95 | 0.9806 | — | |
| AP-BSNSupervision=Unsupervised2023.07 | 34.86 | 0.9744 | 0.131 | |
| LG-BPNSupervision=Unsupervised2023.07 | 34.58 | 0.9755 | 0.135 | |
| NAFNetSupervision=Supervised2023.07 | 34.39 | 0.9784 | 0.073 | |
| Masked DenoisingCategory=Supervised2024.12 | 33.87 | 0.93 | — | |
| MaskDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 33.87 | 0.9703 | — | |
| IDFEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 33.62 | 0.9754 | — | |
| ZS-N2NSupervision=Unsupervised2023.07 | 33.51 | 0.9571 | 0.224 | |
| ZS-N2NCategory=Self-Supervised (Single Image Based Methods)2024.12 | 33.51 | 0.851 | — | |
| R2RSupervision=Unsupervised2023.07 | 33.43 | 0.9564 | 0.227 | |
| R2RCategory=Self-Supervised (Single Image Based Methods)2024.12 | 33.43 | 0.865 | — | |
| N2SSupervision=Unsupervised2023.07 | 33.38 | 0.846 | — | |
| CVF-SID2024.03 | 33.29 | 0.913 | — | |
| AP-BSNEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 33.15 | 0.9734 | — | |
| N2VSupervision=Unsupervised2023.07 | 32.27 | 0.862 | — | |
| Noise2VoidCategory=Self-Supervised (Noisy Dataset Based Methods)2024.12 | 32.27 | 0.862 | — | |
| ATBSN-singleCategory=Self-Supervised (Single Image Based Methods)2024.12 | 31.87 | 0.897 | — | |
| LUD-VAECategory=Self-Supervised (Noisy Dataset Based Methods)2024.12 | 31.25 | 0.92 | — | |
| MASHCategory=Self-Supervised (Single Image Based Methods)2024.12 | 31.17 | 0.889 | — | |
| CVF-SIDCategory=Self-Supervised (Noisy Dataset Based Methods)2024.12 | 29.1 | 0.852 | — | |
| APBSN-singleCategory=Self-Supervised (Single Image Based Methods)2024.12 | 27.72 | 0.891 | — | |
| MaskDenoising2024.03 | 25.63 | 0.881 | — |