Image Denoising on BSD68 (Multi-Sigma PSNR and SSIM Evaluation)
34.23PSNR (sigma=15)MMFE-IR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MMFE-IR2026.05 | 34.23 | 93.8 | 31.61 | 89.6 | 28.39 | 81.2 | |
| OursParams (M)=7.392026.05 | 34.2 | 93.7 | 31.55 | 89.4 | 28.27 | 80.7 | |
| InstructIR-3DParams (M)=15.82026.05 | 34.15 | 93.3 | 31.52 | 89 | 28.3 | 80.4 | |
| InstructIR2026.05 | 34.15 | 93.3 | 31.52 | 89 | 28.3 | 80.4 | |
| CWP-Net2026.03 | 34.14 | 93.6 | 31.48 | 89.3 | 28.22 | 80.5 | |
| DFPIR2026.05 | 34.14 | 93.5 | 31.47 | 89.3 | 28.25 | 80.6 | |
| Perceive-IRParams (M)=42.022026.05 | 34.13 | 93.4 | 31.53 | 89 | 28.31 | 80.4 | |
| VLU-Net2026.05 | 34.13 | 93.5 | 31.48 | 89.2 | 28.23 | 80.4 | |
| AdaIRParams (M)=28.772026.05 | 34.12 | 93.5 | 31.45 | 89.2 | 28.19 | 80.2 | |
| AdaIR2026.05 | 34.12 | 93.5 | 31.45 | 89.2 | 28.19 | 80.2 | |
| Ours w/o promptParams (M)=7.392026.05 | 34.11 | 93.5 | 31.44 | 89.2 | 28.16 | 80.2 | |
| MoCE-IR2026.05 | 34.11 | 93.2 | 31.45 | 88.8 | 28.18 | 80 | |
| Lin et al.2026.03 | 34.01 | 93.3 | 31.39 | 89 | 28.18 | 80.2 | |
| PromptIR2026.03 | 33.98 | 93.3 | 31.31 | 88.8 | 28.06 | 79.9 | |
| PromptIRParams (M)=32.962026.05 | 33.98 | 93.3 | 31.31 | 88.8 | 28.06 | 79.9 | |
| PromptIR2026.05 | 33.98 | 93.3 | 31.31 | 88.8 | 28.06 | 79.9 | |
| GridformerParams (M)=34.072026.05 | 33.93 | 93.1 | 31.37 | 88.7 | 28.11 | 80.1 | |
| GridFormer2026.05 | 33.93 | 93.1 | 31.37 | 88.7 | 28.11 | 80.1 | |
| AirNet2026.03 | 33.92 | 93.3 | 31.26 | 88.8 | 28 | 79.7 | |
| AirNetParams (M)=8.932026.05 | 33.92 | 93.2 | 31.26 | 88.8 | 28 | 79.7 | |
| AirNet2026.05 | 33.92 | 93.3 | 31.26 | 88.8 | 28 | 79.7 | |
| IDRParams (M)=15.342026.05 | 33.89 | 93.1 | 31.32 | 88.4 | 28.04 | 79.8 | |
| IDR2026.05 | 33.89 | 93.1 | 31.32 | 88.4 | 28.04 | 79.8 | |
| MambaIRParams (M)=26.782026.05 | 33.88 | 93.1 | 30.95 | 87.4 | 27.74 | 79.3 | |
| FSNetParams (M)=13.282026.05 | 33.81 | 93 | 30.84 | 87.2 | 27.69 | 79.2 | |
| RestormerParams (M)=26.132026.05 | 33.72 | 93 | 30.67 | 86.5 | 27.63 | 79.2 | |
| MPRNet2026.03 | 33.54 | 92.7 | 30.89 | 88 | 27.56 | 77.9 | |
| MPRNetParams (M)=17.332026.05 | 33.27 | 92 | 30.76 | 87.1 | 27.29 | 76.1 | |
| DL2026.03 | 33.05 | 91.4 | 30.41 | 86.1 | 26.9 | 74 | |
| NAFNetParams (M)=17.112026.05 | 33.03 | 91.8 | 30.47 | 86.5 | 27.12 | 75.4 | |
| BRDNet2026.03 | 32.26 | 89.8 | 29.76 | 83.6 | 26.34 | 83.6 | |
| FDGAN2026.03 | 30.25 | 91 | 28.81 | 86.8 | 26.43 | 77.6 | |
| LPNet2026.03 | 26.47 | 77.8 | 24.77 | 74.8 | 21.26 | 55.2 |