Image Denoising on PolyU
38.89PSNRA-Haar-tSVD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| A-Haar-tSVDMethod Category=Traditional + DNN2025.12 | 38.89 | 0.971 | |
| MSt-SVDMethod Category=Traditional denoisers2025.12 | 38.85 | 0.971 | |
| RA-Haar-tSVDMethod Category=Traditional + DNN2025.12 | 38.85 | 0.97 | |
| Haar-tSVDMethod Category=Traditional denoisers2025.12 | 38.78 | 0.969 | |
| FFDNetMethod Category=DNN models (Supervised)2025.12 | 38.76 | 0.97 | |
| CBM3DMethod Category=Traditional denoisers2025.12 | 38.69 | 0.97 | |
| Pool-DIPSetting=Zero-shot2026.07 | 38.42 | 0.974 | |
| NLHCCMethod Category=Traditional denoisers2025.12 | 38.36 | 0.965 | |
| DIPSetting=Zero-shot2026.07 | 38.34 | 0.973 | |
| MCWNNMMethod Category=Traditional denoisers2025.12 | 38.26 | 0.965 | |
| B2UBMethod Category=DNN models (Self-supervised)2025.12 | 38.25 | 0.968 | |
| Positive2NegativeCategory=Self-Supervised (Single Image Based Methods)2024.12 | 38.2 | 0.961 | |
| MPI2024.01 | 38.11 | 0.962 | |
| PNGunpaired setting=true2026.03 | 38 | 0.9618 | |
| Ours-Mixed (50%)Models=DnCNN, Mixing Ratio=50%2026.03 | 37.98 | 0.961 | |
| Ours (100%)Models=DnCNN, Mixing Ratio=100%2026.03 | 37.93 | 0.9609 | |
| NeCA-W-Mixed (50%)Models=DnCNN, Mixing Ratio=50%2026.03 | 37.92 | 0.9601 | |
| Zero-shotMethod Category=DNN models (Self-supervised)2025.12 | 37.88 | 0.959 | |
| ScoreDVICategory=Self-Supervised (Single Image Based Methods)2024.12 | 37.77 | 0.959 | |
| IDFMethod Category=DNN models (Supervised)2025.12 | 37.77 | 0.962 | |
| Self2Self (S2S)Setting=Zero-shot2026.07 | 37.7 | 0.956 | |
| NN+denoiserCategory=Self-Supervised (Single Image Based Methods)2024.12 | 37.66 | 0.956 | |
| RestormerMethod Category=DNN models (Supervised)2025.12 | 37.66 | 0.956 | |
| DIL2024.03 | 37.65 | 0.959 | |
| MaIRMethod Category=DNN models (Supervised)2025.12 | 37.64 | 0.958 | |
| MASHCategory=Self-Supervised (Single Image Based Methods)2024.12 | 37.62 | 0.932 | |
| DMIDMethod Category=DNN models (Supervised)2025.12 | 37.59 | 0.946 | |
| CLIPDenoising2024.03 | 37.54 | 0.96 | |
| CLIPDenoisingCategory=Supervised2024.12 | 37.54 | 0.96 | |
| Self2SelfCategory=Self-Supervised (Single Image Based Methods)2024.12 | 37.52 | 0.951 | |
| DevilSetting=Zero-shot, Variant=64-channel variant2026.07 | 37.45 | 0.961 | |
| NeCA-Wunpaired setting=true2026.03 | 37.39 | 0.9555 | |
| DIDNMethod Category=DNN models (Supervised)2025.12 | 37.36 | 0.953 | |
| Pixel2Pixel (P2P)Setting=Zero-shot2026.07 | 37.34 | 0.96 | |
| NAFlow-Mixed (50%)Models=DnCNN, Mixing Ratio=50%2026.03 | 37.29 | 0.952 | |
| CondformerMethod Category=DNN models (Supervised)2025.12 | 37.27 | 0.947 | |
| HAT2024.03 | 37.25 | 0.948 | |
| DeepSNMethod Category=DNN models (Supervised)2025.12 | 37.25 | 0.956 | |
| Pixel2PixelMethod Category=Traditional + DNN2025.12 | 37.19 | 0.951 | |
| DIPCategory=Self-Supervised (Single Image Based Methods)2024.12 | 37.17 | 0.912 | |
| DDNM2024.01 | 37.15 | 0.935 | |
| SASLMethod Category=DNN models (Self-supervised)2025.12 | 37.13 | 0.954 | |
| PD-denoisingCategory=Self-Supervised (Single Image Based Methods)2024.12 | 37.04 | 0.94 | |
| APR-RDMethod Category=DNN models (Self-supervised)2025.12 | 37.01 | 0.953 | |
| LUD-VAE2024.03 | 36.99 | 0.955 | |
| UnprocessingCategory=Supervised2024.12 | 36.99 | 0.941 | |
| NeCA-W (100%)Models=DnCNN, Mixing Ratio=100%2026.03 | 36.96 | 0.9544 | |
| ClipDeMethod Category=DNN models (Supervised)2025.12 | 36.87 | 0.939 | |
| NAFlow (100%)Models=DnCNN, Mixing Ratio=100%2026.03 | 36.85 | 0.9499 | |
| BitonicMethod Category=Traditional denoisers2025.12 | 36.64 | 0.939 | |
| Noise2VSTMethod Category=DNN models (Self-supervised)2025.12 | 36.6 | 0.929 | |
| TBSNMethod Category=DNN models (Self-supervised)2025.12 | 36.51 | 0.954 | |
| NAFNetMethod Category=DNN models (Supervised)2025.12 | 36.38 | 0.947 | |
| Real (100%)Models=DnCNN, Mixing Ratio=100%2026.03 | 36.34 | 0.9204 | |
| R2RCategory=Self-Supervised (Single Image Based Methods)2024.12 | 36.23 | 0.931 | |
| ZS-N2NCategory=Self-Supervised (Single Image Based Methods)2024.12 | 35.99 | 0.914 | |
| DIP-SUREEvaluation=peak2024.01 | 35.87 | 0.944 | |
| CVF-SID2024.03 | 35.86 | 0.937 | |
| Zero-shot Noise2Noise (ZS-N2N)Setting=Zero-shot2026.07 | 35.84 | 0.937 | |
| DDPG2024.01 | 35.79 | 0.887 | |
| DIP-SUREEvaluation=last2024.01 | 35.78 | 0.942 | |
| Masked DenoisingCategory=Supervised2024.12 | 34.56 | 0.936 | |
| Noise2VoidCategory=Self-Supervised (Noisy Dataset Based Methods)2024.12 | 33.83 | 0.873 | |
| LUD-VAECategory=Self-Supervised (Noisy Dataset Based Methods)2024.12 | 33.68 | 0.942 | |
| PUCAMode=Modified zero-shot2024.01 | 33.31 | 0.927 | |
| ATBSN-singleCategory=Self-Supervised (Single Image Based Methods)2024.12 | 33.21 | 0.925 | |
| MM-BSNMode=Modified zero-shot2024.01 | 33.07 | 0.93 | |
| CVF-SIDCategory=Self-Supervised (Noisy Dataset Based Methods)2024.12 | 33.05 | 0.911 | |
| AP-BSNMode=Modified zero-shot2024.01 | 32.64 | 0.928 | |
| NAFlowunpaired setting=true2026.03 | 32.4 | 0.9157 | |
| APBSN-singleCategory=Self-Supervised (Single Image Based Methods)2024.12 | 29.61 | 0.897 | |
| MaskDenoising2024.03 | 24.78 | 0.812 |