Image Denoising on HighISO
40.63PSNRRA-Haar-tSVD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RA-Haar-tSVDMethod Category=Traditional + DNN2025.12 | 40.63 | 0.975 | |
| A-Haar-tSVDMethod Category=Traditional + DNN2025.12 | 40.62 | 0.974 | |
| Haar-tSVDMethod Category=Traditional denoisers2025.12 | 40.51 | 0.973 | |
| MSt-SVDMethod Category=Traditional denoisers2025.12 | 40.49 | 0.974 | |
| CBM3DMethod Category=Traditional denoisers2025.12 | 40.35 | 0.974 | |
| NLHCCMethod Category=Traditional denoisers2025.12 | 40.29 | 0.971 | |
| XFormer + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 40.29 | 0.986 | |
| FFDNetMethod Category=DNN models (Supervised)2025.12 | 40.28 | 0.973 | |
| NAFNet + NTNMethod Category=Ours2024.12 | 40 | 0.9856 | |
| NTNBaseline=NAFNet2024.12 | 40 | 0.9856 | |
| NAFNet + NTNEvaluation Protocol=With Noise Translation Network, Method Category=Ours2024.12 | 40 | 0.9856 | |
| MCWNNMMethod Category=Traditional denoisers2025.12 | 39.89 | 0.97 | |
| AFMEvaluation Protocol=Official out-of-the-box, Method Category=Generalization2024.12 | 39.12 | 0.9797 | |
| B2UBMethod Category=DNN models (Self-supervised)2025.12 | 39.03 | 0.962 | |
| TBSNMethod Category=DNN models (Self-supervised)2025.12 | 38.84 | 0.966 | |
| C2N + DIDN*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 38.82 | 0.9765 | |
| APR-RDMethod Category=DNN models (Self-supervised)2025.12 | 38.75 | 0.968 | |
| APR-RDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 38.75 | 0.9823 | |
| IDFMethod Category=DNN models (Supervised)2025.12 | 38.63 | 0.96 | |
| AFMBaseline=NAFNet, reproduced=true2024.12 | 38.4 | 0.9783 | |
| MaIRMethod Category=DNN models (Supervised)2025.12 | 38.38 | 0.953 | |
| DANet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 38.35 | 0.977 | |
| NAFNetGeneralization=None2024.12 | 38.32 | 0.9788 | |
| NAFNetEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 38.32 | 0.9788 | |
| RestormerMethod Category=DNN models (Supervised)2025.12 | 38.29 | 0.948 | |
| SSIDEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 38.28 | 0.9811 | |
| Clip-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 38.26 | 0.9782 | |
| SASLMethod Category=DNN models (Self-supervised)2025.12 | 38.24 | 0.964 | |
| DIDNMethod Category=DNN models (Supervised)2025.12 | 38.24 | 0.95 | |
| PNGAN + MIRNet*Method Category=GAN-based, Evaluation Protocol=official out-of-the-box models2024.12 | 38.24 | 0.9763 | |
| LANBaseline=NAFNet, reproduced=true2024.12 | 38.21 | 0.9787 | |
| DeepSNMethod Category=DNN models (Supervised)2025.12 | 38.12 | 0.95 | |
| Mask-DenoisingEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 38.12 | 0.9793 | |
| CLIPDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 38.01 | 0.9771 | |
| DMIDMethod Category=DNN models (Supervised)2025.12 | 37.9 | 0.931 | |
| NAFNetMethod Category=DNN models (Supervised)2025.12 | 37.88 | 0.954 | |
| XFormerEvaluation Protocol=Official out-of-the-box, Method Category=Ours2024.12 | 37.86 | 0.9741 | |
| CondformerMethod Category=DNN models (Supervised)2025.12 | 37.79 | 0.927 | |
| Pixel2PixelMethod Category=Traditional + DNN2025.12 | 37.77 | 0.945 | |
| ClipDeMethod Category=DNN models (Supervised)2025.12 | 37.61 | 0.954 | |
| IDF*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 37.5 | 0.9759 | |
| BitonicMethod Category=Traditional denoisers2025.12 | 37.37 | 0.943 | |
| R2REvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 37.37 | 0.9716 | |
| IDFEvaluation Protocol=Fine-tuned on SIDD, Method Category=Generalization2024.12 | 37.17 | 0.9764 | |
| PDDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 37.09 | 0.9628 | |
| AP-BSNEvaluation Protocol=Official out-of-the-box, Method Category=Self-supervised2024.12 | 36.7 | 0.9781 | |
| Noise2VSTMethod Category=DNN models (Self-supervised)2025.12 | 35.99 | 0.893 | |
| MaskDenoising*Method Category=Others, Evaluation Protocol=official out-of-the-box models2024.12 | 34.61 | 0.9649 |