Spectral Image Reconstruction on ARAD_1K
46.53S01 MetricAMDC-3stg
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AMDC-3stgMode=Supervised Learning (SL), Metric Type=PSNR2025.09 | 46.53 | 48.15 | — | — | 54.88 | 46.17 | 47.35 | 44.45 | 46.85 | 49.61 | 47.61 | 49.38 | 48.61 | 48.15 | |
| TVDS*Mode=Optimization (Opt), Dual-camera Forward Model=true, Metric Type=PSNR2025.09 | 45.29 | 45.7 | — | — | 54.71 | 48.01 | 44.3 | 40.05 | 43.26 | 45.52 | 45.15 | 43.7 | 47.06 | 45.7 | |
| TVDSMode=Optimization (Opt), Dual-camera Forward Model=false, Metric Type=PSNR2025.09 | 45.1 | 45.57 | — | — | 54.39 | 47.7 | 44.25 | 39.69 | 42.89 | 45.39 | 45.83 | 43.7 | 46.75 | 45.57 | |
| PiEMode=Optimization (Opt) + Self-Supervised Learning (SSL), Metric Type=PSNR2025.09 | 41.75 | 44.6 | — | — | 53 | 45.82 | 43.13 | 43.46 | 42.15 | 43.25 | 44.84 | 44.52 | 44.08 | 44.6 | |
| PFusion*Mode=Optimization (Opt), Dual-camera Forward Model=true, Metric Type=PSNR2025.09 | 38.01 | 42.63 | — | — | 53.63 | 35.65 | 42.04 | 34.73 | 43.04 | 45.32 | 45.22 | 43.94 | 44.74 | 42.63 | |
| PFusionMode=Optimization (Opt), Dual-camera Forward Model=false, Metric Type=PSNR2025.09 | 36.12 | 41.21 | — | — | 52.41 | 32.63 | 38.67 | 31.85 | 42.22 | 45.18 | 45.77 | 43.98 | 43.22 | 41.21 | |
| PFusionMode=Optimization (Opt), Dual-camera Forward Model=false, Metric Type=SAM2025.09 | 3.432 | — | — | 6.869 | 9.02 | 10.761 | 7.573 | 10.626 | 1.694 | 2.934 | 12.944 | 1.419 | 8.291 | 6.869 | |
| PFusion*Mode=Optimization (Opt), Dual-camera Forward Model=true, Metric Type=SAM2025.09 | 3.048 | — | — | 5.738 | 8.311 | 7.799 | 6.138 | 7.041 | 1.58 | 2.789 | 12.041 | 1.45 | 7.179 | 5.738 | |
| PiEMode=Optimization (Opt) + Self-Supervised Learning (SSL), Metric Type=SAM2025.09 | 1.267 | — | — | 3.259 | 6.938 | 1.813 | 3.274 | 2.079 | 1.385 | 2.786 | 8.226 | 1.31 | 3.507 | 3.259 | |
| AMDC-3stgMode=Supervised Learning (SL), Metric Type=SSIM2025.09 | 0.995 | — | 99.4 | — | 0.996 | 0.993 | 0.996 | 0.987 | 0.991 | 0.994 | 0.995 | 0.995 | 0.996 | 0.994 | |
| TVDSMode=Optimization (Opt), Dual-camera Forward Model=false, Metric Type=SSIM2025.09 | 0.993 | — | 98.7 | — | 0.996 | 0.993 | 0.993 | 0.96 | 0.979 | 0.986 | 0.993 | 0.981 | 0.995 | 0.987 | |
| TVDS*Mode=Optimization (Opt), Dual-camera Forward Model=true, Metric Type=SSIM2025.09 | 0.993 | — | 98.7 | — | 0.996 | 0.993 | 0.993 | 0.961 | 0.979 | 0.986 | 0.992 | 0.98 | 0.995 | 0.987 | |
| PiEMode=Optimization (Opt) + Self-Supervised Learning (SSL), Metric Type=SSIM2025.09 | 0.991 | — | 98.9 | — | 0.995 | 0.992 | 0.992 | 0.985 | 0.979 | 0.983 | 0.994 | 0.986 | 0.993 | 0.989 | |
| PFusion*Mode=Optimization (Opt), Dual-camera Forward Model=true, Metric Type=SSIM2025.09 | 0.988 | — | 98.1 | — | 0.993 | 0.98 | 0.987 | 0.943 | 0.981 | 0.986 | 0.987 | 0.982 | 0.988 | 0.981 | |
| PFusionMode=Optimization (Opt), Dual-camera Forward Model=false, Metric Type=SSIM2025.09 | 0.986 | — | 97.7 | — | 0.992 | 0.968 | 0.981 | 0.917 | 0.981 | 0.987 | 0.985 | 0.984 | 0.985 | 0.977 | |
| TVDSMode=Optimization (Opt), Dual-camera Forward Model=false, Metric Type=SAM2025.09 | 0.955 | — | — | 3.059 | 6.716 | 1.587 | 3.104 | 2.915 | 1.363 | 2.359 | 7.348 | 1.451 | 2.787 | 3.059 | |
| TVDS*Mode=Optimization (Opt), Dual-camera Forward Model=true, Metric Type=SAM2025.09 | 0.936 | — | — | 2.982 | 6.424 | 1.53 | 2.988 | 2.805 | 1.341 | 2.338 | 7.222 | 1.496 | 2.741 | 2.982 | |
| AMDC-3stgMode=Supervised Learning (SL), Metric Type=SAM2025.09 | 0.825 | — | — | 2.8 | 6.856 | 2.129 | 2.837 | 1.902 | 0.887 | 1.631 | 7.491 | 0.837 | 2.605 | 2.8 | |
| DAUHST2024.12 | — | 29.7 | 86 | 0.17 | — | — | — | — | — | — | — | — | — | — | |
| DGSMP2024.12 | — | 30 | 88 | 0.16 | — | — | — | — | — | — | — | — | — | — | |
| Guided Patch DiffusionGuidance=Yes2024.12 | — | 34.6 | 94 | 0.11 | — | — | — | — | — | — | — | — | — | — | |
| Guided Patch DiffusionGuidance=No2024.12 | — | 32.32 | 92 | 0.14 | — | — | — | — | — | — | — | — | — | — | |
| HDNet2024.12 | — | 29.3 | 86 | 0.17 | — | — | — | — | — | — | — | — | — | — | |
| In2Set2024.12 | — | 30.1 | 86 | 0.18 | — | — | — | — | — | — | — | — | — | — | |
| MST2024.12 | — | 29.8 | 87 | 0.17 | — | — | — | — | — | — | — | — | — | — | |
| SPECAT2024.12 | — | 29.6 | 84 | 0.18 | — | — | — | — | — | — | — | — | — | — | |
| SST2024.12 | — | 31.8 | 90 | 0.15 | — | — | — | — | — | — | — | — | — | — | |
| TSANet2024.12 | — | 29.2 | 87 | 0.2 | — | — | — | — | — | — | — | — | — | — | |
| UNet-Regress.Training=Standard MSE regression loss2024.12 | — | 29.12 | 83 | 0.15 | — | — | — | — | — | — | — | — | — | — |