Hyperspectral Image Super-Resolution on Pavia University
0.2152mERGASCLIMB
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CLIMBspatial degradation=known, SNR=35 dB2025.12 | 0.2152 | — | 0.0448 | 28.19 | 97.73 | 99.57 | 0.0088 | — | — | |
| NPTSRspatial degradation=known, SNR=35 dB2025.12 | 0.2171 | — | 0.0448 | 28.1 | 97.88 | 99.56 | 0.0089 | — | — | |
| SCLL1spatial degradation=known, SNR=35 dB2025.12 | 0.2456 | — | 0.0502 | 26.97 | 97.76 | 99.42 | 0.0101 | — | — | |
| NLSTFspatial degradation=known, SNR=35 dB2025.12 | 0.25 | — | 0.0491 | 26.85 | 97.66 | 99.42 | 0.0102 | — | — | |
| STEREOspatial degradation=known, SNR=35 dB2025.12 | 0.2919 | — | 0.0623 | 25.4 | 95.86 | 99.19 | 0.0121 | — | — | |
| BTDvarspatial degradation=known, SNR=35 dB2025.12 | 0.3046 | — | 0.0611 | 25.2 | 96.23 | 99.17 | 0.0124 | — | — | |
| SCOTTspatial degradation=known, SNR=35 dB2025.12 | 0.316 | — | 0.0612 | 24.6 | 95.75 | 99.06 | 0.0132 | — | — | |
| FUSEspatial degradation=known, SNR=35 dB2025.12 | 0.5321 | — | 0.0811 | 20.32 | 93.89 | 97.77 | 0.0217 | — | — | |
| CNMFspatial degradation=known, SNR=35 dB2025.12 | 0.5438 | — | 0.0785 | 20.4 | 94.89 | 97.99 | 0.0216 | — | — | |
| CBSTARspatial degradation=known, SNR=35 dB2025.12 | 0.6096 | — | 0.0941 | 18.37 | 84.99 | 96.39 | 0.0272 | — | — | |
| FRESCO (MSR)Underlying Spatial Downsampling Operator=Nearest Neighbor Downsampling2026.03 | 1.216 | 43.6 | — | — | 99 | — | — | 10.12 | 0.003 | |
| FRESCO (MSR)Underlying Spatial Downsampling Operator=Gaussian Kernel Downsampling2026.03 | 1.217 | 43.59 | — | — | 98.9 | — | — | 9.53 | 0.003 | |
| FRESCO (MSR)Underlying Spatial Downsampling Operator=Uniform Downsampling2026.03 | 1.217 | 43.59 | — | — | 99 | — | — | 9.77 | 0.003 | |
| u2MDNUnderlying Spatial Downsampling Operator=Gaussian Kernel Downsampling2026.03 | 1.406 | 42.21 | — | — | 99 | — | — | 10.21 | 0.003 | |
| u2MDNUnderlying Spatial Downsampling Operator=Uniform Downsampling2026.03 | 1.549 | 41.44 | — | — | 98.9 | — | — | 9.81 | 0.004 | |
| u2MDNUnderlying Spatial Downsampling Operator=Nearest Neighbor Downsampling2026.03 | 2.066 | 39.13 | — | — | 98.6 | — | — | 12.57 | 0.009 | |
| UHIF-RIMUnderlying Spatial Downsampling Operator=Uniform Downsampling2026.03 | 2.091 | 38.06 | — | — | 96.5 | — | — | 11.72 | 0.018 | |
| UHIF-RIMUnderlying Spatial Downsampling Operator=Nearest Neighbor Downsampling2026.03 | 2.619 | 36.34 | — | — | 95.6 | — | — | 13.68 | 0.032 | |
| UHIF-RIMUnderlying Spatial Downsampling Operator=Gaussian Kernel Downsampling2026.03 | 3.155 | 34.88 | — | — | 94.1 | — | — | 20.94 | 0.046 | |
| NBFusionUnderlying Spatial Downsampling Operator=Gaussian Kernel Downsampling2026.03 | 3.816 | 32.29 | — | — | 87.7 | — | — | 24.61 | 0.124 | |
| NBFusionUnderlying Spatial Downsampling Operator=Nearest Neighbor Downsampling2026.03 | 3.884 | 32.16 | — | — | 87.4 | — | — | 25.84 | 0.131 | |
| NBFusionUnderlying Spatial Downsampling Operator=Uniform Downsampling2026.03 | 3.894 | 32.15 | — | — | 87.4 | — | — | 25.99 | 0.135 | |
| MCNetScale=x22026.01 | 3.93 | 33.02 | 7.11 | — | — | — | — | — | — | |
| MCNet-DLScale=x22026.01 | 4.02 | 33.09 | 7.3 | — | — | — | — | — | — | |
| SSPSRScale=x22026.01 | 4.61 | 31.59 | 8.34 | — | — | — | — | — | — | |
| MCNet-DLScale=x32026.01 | 5.03 | 30.75 | 9.42 | — | — | — | — | — | — | |
| MCNetScale=x32026.01 | 5.49 | 29.76 | 10.23 | — | — | — | — | — | — | |
| MCNet-DLScale=x42026.01 | 5.84 | 29.34 | 11.06 | — | — | — | — | — | — | |
| SSPSRScale=x32026.01 | 5.88 | 29.37 | 10.78 | — | — | — | — | — | — | |
| BicubicScale=x22026.01 | 5.91 | 29.1 | 11.08 | — | — | — | — | — | — | |
| MCNetScale=x42026.01 | 6.46 | 28.19 | 12.17 | — | — | — | — | — | — | |
| HSISRScale=x32026.01 | 6.76 | 28.14 | 12.15 | — | — | — | — | — | — | |
| SSPSRScale=x42026.01 | 6.79 | 27.64 | 12.53 | — | — | — | — | — | — | |
| HSISRScale=x22026.01 | 7.1 | 27.98 | 11.66 | — | — | — | — | — | — | |
| BicubicScale=x32026.01 | 7.15 | 27.24 | 13.6 | — | — | — | — | — | — | |
| BicubicScale=x42026.01 | 7.93 | 26.33 | 15.21 | — | — | — | — | — | — | |
| HSISRScale=x42026.01 | 9.05 | 25.74 | 15.12 | — | — | — | — | — | — | |
| IARFUnderlying Spatial Downsampling Operator=Gaussian Kernel Downsampling2026.03 | 15.139 | 20.06 | — | — | 52 | — | — | 31.52 | 0.261 | |
| IARFUnderlying Spatial Downsampling Operator=Nearest Neighbor Downsampling2026.03 | 15.233 | 20 | — | — | 50.8 | — | — | 32.49 | 0.29 | |
| IARFUnderlying Spatial Downsampling Operator=Uniform Downsampling2026.03 | 15.431 | 19.89 | — | — | 50 | — | — | 32.93 | 0.291 |