Hyperspectral Image Super-resolution on Kennedy Space Center
0.043RMSESpectraMorph
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SpectraMorphSupervised=false, Time (s)=42.31, Params (M)=0.0425, FLOPs (G)=27.84, GPU Mem (MB)=223.822025.10 | 0.043 | 27.37 | 93.4 | 96.1 | 8.24 | 8.22 | |
| SpectraLiftTime (s)=92.24, Params (M)=0.0327, FLOPs (G)=20.42, GPU Mem (MB)=211.062025.07 | 0.0447 | 27.1 | 92.5 | 95.7 | 8.41 | 8.7 | |
| SpectraLiftSupervised=false, Time (s)=92.24, Params (M)=0.0327, FLOPs (G)=20.42, GPU Mem (MB)=211.062025.10 | 0.0447 | 27.1 | 92.5 | 95.7 | 8.41 | 8.7 | |
| C2FFTime (s)=77.24, Params (M)=0.0913, FLOPs (G)=5.42, GPU Mem (MB)=707.952025.07 | 0.0454 | 26.97 | 92.2 | 95.6 | 8.5 | 8.9 | |
| C2FFSupervised=true, Time (s)=77.24, Params (M)=0.0913, FLOPs (G)=5.42, GPU Mem (MB)=707.952025.10 | 0.0454 | 26.97 | 92.2 | 95.6 | 8.5 | 8.9 | |
| OracleSupervised=false2025.10 | 0.0463 | 26.71 | 94.1 | 96.3 | 8.71 | 8.59 | |
| SDPTime (s)=643.65, Params (M)=6.1322, FLOPs (G)=388.55, GPU Mem (MB)=4209.392025.07 | 0.0466 | 26.73 | 90.6 | 94.9 | 8.63 | 9.65 | |
| SDPSupervised=true, Time (s)=643.65, Params (M)=6.1322, FLOPs (G)=388.55, GPU Mem (MB)=4209.392025.10 | 0.0466 | 26.73 | 90.6 | 94.9 | 8.63 | 9.65 | |
| MIMO-SSTTime (s)=305.21, Params (M)=2.1361, FLOPs (G)=56.79, GPU Mem (MB)=363.682025.07 | 0.0466 | 26.68 | 91.7 | 94.1 | 8.7 | 9.47 | |
| MIMO-SSTSupervised=true, Time (s)=305.21, Params (M)=2.1361, FLOPs (G)=56.79, GPU Mem (MB)=363.682025.10 | 0.0466 | 26.68 | 91.7 | 94.1 | 8.7 | 9.47 | |
| MIAETime (s)=189.24, Params (M)=0.0996, FLOPs (G)=31.12, GPU Mem (MB)=711.062025.07 | 0.0486 | 26.41 | 90.7 | 96.2 | 8.54 | 8.88 | |
| MIAESupervised=true, Time (s)=189.24, Params (M)=0.0996, FLOPs (G)=31.12, GPU Mem (MB)=711.062025.10 | 0.0486 | 26.41 | 90.7 | 96.2 | 8.54 | 8.88 | |
| GuidedNetTime (s)=374.44, Params (M)=6.0301, FLOPs (G)=176.43, GPU Mem (MB)=71.322025.07 | 0.0495 | 26.11 | 91.3 | 95.6 | 9.17 | 9.25 | |
| GuidedNetSupervised=true, Time (s)=374.44, Params (M)=6.0301, FLOPs (G)=176.43, GPU Mem (MB)=71.322025.10 | 0.0495 | 26.11 | 91.3 | 95.6 | 9.17 | 9.25 | |
| FeINFNTime (s)=2206.34, Params (M)=3.6520, FLOPs (G)=261.73, GPU Mem (MB)=984.152025.07 | 0.0501 | 26.02 | 90.2 | 93.2 | 9.07 | 10.77 | |
| FeINFNSupervised=true, Time (s)=2206.34, Params (M)=3.6520, FLOPs (G)=261.73, GPU Mem (MB)=984.152025.10 | 0.0501 | 26.02 | 90.2 | 93.2 | 9.07 | 10.77 | |
| FusFormerTime (s)=6976.85, Params (M)=0.1811, FLOPs (G)=787.98, GPU Mem (MB)=6322.092025.07 | 0.0512 | 25.82 | 88.8 | 92.1 | 9.26 | 11.57 | |
| FusFormerSupervised=true, Time (s)=6976.85, Params (M)=0.1811, FLOPs (G)=787.98, GPU Mem (MB)=6322.092025.10 | 0.0512 | 25.82 | 88.8 | 92.1 | 9.26 | 11.57 | |
| SSSRTime (s)=70.70, Params (M)=0.0284, FLOPs (G)=0.000057, GPU Mem (MB)=211.062025.07 | 0.0577 | 25.05 | 85.1 | 93 | 9.54 | 10.08 | |
| SSSRSupervised=false, Time (s)=70.70, Params (M)=0.0284, FLOPs (G)=0.000057, GPU Mem (MB)=211.062025.10 | 0.0577 | 25.05 | 85.1 | 93 | 9.54 | 10.08 |