Hyperspectral Super-Resolution on Washington DC Mall (80 LR-HSI/HR-MSI configurations)
0.0178RMSEOracle
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Oracle2025.10 | 0.0178 | 36.44 | 0.979 | 0.985 | 3.32 | 2.21 | |
| SpectraMorphTime (s)=42.96, Params (M)=0.0383, FLOPs (G)=30.73, GPU Mem (MB)=300.972025.10 | 0.0194 | 35.74 | 0.976 | 0.984 | 3.38 | 2.63 | |
| MIMO-SSTTime (s)=376.34, Params (M)=2.1879, FLOPs (G)=56.37, GPU Mem (MB)=393.742025.10 | 0.0219 | 35.21 | 0.969 | 0.982 | 2.92 | 3.29 | |
| SpectraLiftTime (s)=91.20, Params (M)=0.0336, FLOPs (G)=26.28, GPU Mem (MB)=286.312025.10 | 0.0234 | 35.96 | 0.967 | 0.969 | 5.87 | 3.22 | |
| FusFormerTime (s)=11110.07, Params (M)=0.1883, FLOPs (G)=946.28, GPU Mem (MB)=6328.362025.10 | 0.0256 | 32.55 | 0.876 | 0.688 | 17.34 | 3.89 | |
| FeINFNTime (s)=3018.80, Params (M)=3.7021, FLOPs (G)=251.70, GPU Mem (MB)=982.472025.10 | 0.0256 | 32.66 | 0.966 | 0.956 | 7.83 | 3.79 | |
| C2FFTime (s)=78.54, Params (M)=0.0979, FLOPs (G)=7.29, GPU Mem (MB)=948.882025.10 | 0.0268 | 34.74 | 0.96 | 0.975 | 4.73 | 3.53 | |
| SDPTime (s)=799.75, Params (M)=6.4546, FLOPs (G)=511.52, GPU Mem (MB)=5370.372025.10 | 0.0303 | 31.99 | 0.939 | 0.907 | 16.59 | 4.29 | |
| GuidedNetTime (s)=398.07, Params (M)=6.7111, FLOPs (G)=178.41, GPU Mem (MB)=81.522025.10 | 0.0349 | 29.98 | 0.919 | 0.872 | 30.3 | 4.81 | |
| MIAETime (s)=212.69, Params (M)=0.0218, FLOPs (G)=8.46, GPU Mem (MB)=707.542025.10 | 0.0361 | 30.28 | 0.934 | 0.968 | 5.33 | 5.21 | |
| SSSRTime (s)=67.24, Params (M)=0.0334, FLOPs (G)=0.000067, GPU Mem (MB)=286.312025.10 | 0.0502 | 27.98 | 0.908 | 0.938 | 7.49 | 5.83 |