Image Denoising on Kodak24 (test)
34.69PSNRCLIPDenoising
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CLIPDenoisingNoise Type=Gaussian, Noise Level=sigma=152024.03 | 34.69 | 92.2 | — | — | |
| DENOISING-ODEsigma=15, t*=152023.01 | 34.64 | 91.84 | 0.05 | 13.74 | |
| FFDNETsigma=15, t*=152023.01 | 34.63 | 92.15 | 0.085 | 21.57 | |
| DnCNNNoise Type=Gaussian, Noise Level=sigma=152024.03 | 34.59 | 92.4 | — | — | |
| DNCNNsigma=15, t*=152023.01 | 34.48 | 91.89 | 0.083 | 21.71 | |
| CNN-BASELINEsigma=15, t*=152023.01 | 33.92 | 90.9 | 0.11 | 24.52 | |
| IR-FlowNFE=1, sigma=252026.04 | 32.9 | 89.19 | 0.107 | — | |
| IR-FlowNFE=2, sigma=252026.04 | 32.84 | 89.27 | 0.088 | — | |
| IR-FlowNFE=3, sigma=252026.04 | 32.74 | 89.23 | 0.084 | — | |
| CNN-BASELINEsigma=25, t*=222023.01 | 32.73 | 86.66 | 0.161 | 45.81 | |
| BaselineNFE=1, sigma=252026.04 | 32.73 | 86.66 | 0.161 | — | |
| IR-FlowNFE=4, sigma=252026.04 | 32.65 | 89.09 | 0.078 | — | |
| DnCNNTVNoise-level sigma=252022.04 | 32.15 | — | — | — | |
| DnCNNNoise-level sigma=252022.04 | 32.14 | — | — | — | |
| DENOISING-ODEsigma=25, t*=222023.01 | 32.14 | 87.39 | 0.078 | 21.47 | |
| IR-SDENFE=22, sigma=252026.04 | 32.14 | 87.39 | 0.078 | — | |
| FFDNETsigma=25, t*=222023.01 | 32.13 | 87.79 | 0.14 | 44.57 | |
| FFDNetNFE=1, sigma=252026.04 | 32.13 | 87.79 | 0.14 | — | |
| DNCNNsigma=25, t*=222023.01 | 32.02 | 87.63 | 0.129 | 41.96 | |
| DnCNNNFE=1, sigma=252026.04 | 32.02 | 87.63 | 0.129 | — | |
| IR-SDEsigma=15, t*=152023.01 | 31.85 | 86.03 | 0.057 | 15.25 | |
| DENOISING-SDEsigma=15, t*=152023.01 | 30.89 | 80.99 | 0.074 | 21.09 | |
| PromptIRB=true, D=false, U=false2025.07 | 30.88 | 87.3 | 0.113 | — | |
| Prompt-SIDB=false, D=false, U=true2025.07 | 30.58 | 86.6 | 0.097 | — | |
| ZS-N2NB=false, D=true, U=true2025.07 | 30.14 | 86.2 | 0.132 | — | |
| AirnetB=true, D=false, U=false2025.07 | 29.94 | 83.4 | 0.114 | — | |
| Blind2unblindB=false, D=false, U=true2025.07 | 29.35 | 83.6 | 0.141 | — | |
| DnCNNTVNoise-level sigma=502022.04 | 29.09 | — | — | — | |
| NBR2NBRB=false, D=false, U=true2025.07 | 29.09 | 82.1 | 0.119 | — | |
| IR-SDEsigma=25, t*=222023.01 | 28.99 | 77.72 | 0.106 | 35.19 | |
| FFDNETsigma=50, t*=382023.01 | 28.98 | 79.42 | 0.255 | 89.69 | |
| DnCNNNoise-level sigma=502022.04 | 28.95 | — | — | — | |
| CNN-BASELINEsigma=50, t*=382023.01 | 28.89 | 79.04 | 0.223 | 66.01 | |
| DNCNNsigma=50, t*=382023.01 | 28.83 | 79.08 | 0.229 | 83.27 | |
| DENOISING-ODEsigma=50, t*=382023.01 | 28.75 | 77.46 | 0.134 | 45.96 | |
| LD-RPSB=true, D=true, U=true2025.07 | 28.64 | 84.1 | 0.175 | — | |
| DENOISING-SDEsigma=25, t*=222023.01 | 28.55 | 72.47 | 0.13 | 36.18 | |
| UP-ZeroIRMethod category=Posterior sampling, B (Property)=true, U (Property)=true, Z (Property)=true2026.05 | 28.51 | 84.5 | 0.155 | — | |
| CLIPDenoisingNoise Type=Spatial Gaussian, Noise Level=sigma=55, Backbone=CLIP RN502024.03 | 28.19 | 78.1 | — | — | |
| TAOB=true, D=true, U=true2025.07 | 27.72 | 81.5 | 0.179 | — | |
| LD-RPSMethod category=Posterior sampling, B (Property)=true, U (Property)=true, Z (Property)=true2026.05 | 27.66 | 83 | 0.176 | — | |
| C2NMethod category=Task-specific, B (Property)=false, U (Property)=false, Z (Property)=false2026.05 | 27.6 | 81.7 | 0.261 | — | |
| AP-BSNMethod category=Task-specific, B (Property)=false, U (Property)=false, Z (Property)=false2026.05 | 27.54 | 78.2 | 0.287 | — | |
| MPIMethod category=Task-specific, B (Property)=false, U (Property)=false, Z (Property)=true2026.05 | 27.33 | 76.8 | 0.261 | — | |
| PUCAMethod category=Task-specific, B (Property)=false, U (Property)=false, Z (Property)=false2026.05 | 27.12 | 77.6 | 0.282 | — | |
| TAOMethod category=Posterior sampling, B (Property)=true, U (Property)=true, Z (Property)=true2026.05 | 27.12 | 76.8 | 0.222 | — | |
| IR-SDEsigma=50, t*=382023.01 | 26.83 | 71.9 | 0.208 | 70.96 | |
| DnCNNNoise Type=Spatial Gaussian, Noise Level=sigma=55, Training=Gaussian sigma=152024.03 | 25.98 | 65.3 | — | — | |
| DENOISING-SDEsigma=50, t*=382023.01 | 25.46 | 57.88 | 0.249 | 75.33 | |
| DiffUIRB=true, D=false, U=false2025.07 | 22.86 | 78.9 | 0.219 | — | |
| GDPMethod category=Posterior sampling, B (Property)=false, U (Property)=true, Z (Property)=true2026.05 | 22.37 | 71.5 | 0.244 | — |