Hyperspectral Super-Resolution on Botswana
0.0118RMSEOracle
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OracleNote=Performance upper bound assuming access to high-resolution spectral information during training2025.10 | 0.0118 | 38.87 | 97.7 | 99.8 | 1.27 | 1.29 | |
| MIMO-SSTTime (s)=365.49, Params (M)=2.0289, FLOPs (G)=53.87, GPU Mem (MB)=367.982025.10 | 0.0135 | 37.76 | 97.3 | 99.8 | 1.35 | 1.54 | |
| SpectraMorphTime (s)=41.43, Params (M)=0.0396, FLOPs (G)=31.04, GPU Mem (MB)=229.182025.10 | 0.0142 | 37.14 | 97.4 | 99.8 | 1.41 | 1.44 | |
| SpectraLiftTime (s)=93.97, Params (M)=0.0306, FLOPs (G)=23.03, GPU Mem (MB)=209.002025.10 | 0.0145 | 37.04 | 97.4 | 99.7 | 1.6 | 1.46 | |
| C2FFTime (s)=74.82, Params (M)=0.0776, FLOPs (G)=5.48, GPU Mem (MB)=716.482025.10 | 0.0157 | 36.51 | 97 | 99.8 | 1.48 | 1.59 | |
| MIAETime (s)=162.78, Params (M)=0.0190, FLOPs (G)=7.09, GPU Mem (MB)=552.002025.10 | 0.0184 | 35.06 | 95.4 | 99.7 | 1.75 | 1.77 | |
| SDPTime (s)=698.01, Params (M)=5.4788, FLOPs (G)=416.77, GPU Mem (MB)=4835.412025.10 | 0.0186 | 34.82 | 95.1 | 99.5 | 2.29 | 1.97 | |
| GuidedNetTime (s)=439.14, Params (M)=4.7894, FLOPs (G)=162.62, GPU Mem (MB)=68.652025.10 | 0.0197 | 34.25 | 92.7 | 98.6 | 4.11 | 1.93 | |
| SSSRTime (s)=86.12, Params (M)=0.0194, FLOPs (G)=0.000039, GPU Mem (MB)=208.972025.10 | 0.0205 | 34.2 | 95.3 | 99.6 | 1.93 | 1.69 | |
| FeINFNTime (s)=2718.46, Params (M)=3.5485, FLOPs (G)=266.91, GPU Mem (MB)=919.152025.10 | 0.0225 | 33.44 | 94.6 | 99.5 | 1.95 | 2.53 | |
| FusFormerTime (s)=8333.27, Params (M)=0.1662, FLOPs (G)=944.11, GPU Mem (MB)=6299.682025.10 | 0.0294 | 31.1 | 78 | 81.5 | 11.23 | 3.35 |