| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Jasper Ridge | RMSE (Water)0.053 | 26 | 17d ago | ||
| Urban | LP method | MRSA Score7.9 | 20 | 1mo ago | |
| Samson | DEQ-Unmix | Mean Spectral Angle Distance (SAD)0.0279 | 15 | 4d ago | |
| APEX | WS-Net | RMSE (Mean)0.046 | 15 | 4d ago | |
| Samson (Avg.) | Polyhedral Unmixing | SAD2.73 | 9 | 17d ago | |
| Sim1 extend | Processing Time148.9 | 9 | 25d ago | ||
| Cuprite | SUnSAL | Processing Time47.7 | 9 | 25d ago | |
| Sim2 | SUnSAL | Processing Time20.5 | 9 | 25d ago | |
| Sim1 | Processing Time37.1 | 9 | 25d ago | ||
| SMScene | DPS4Un | RMSE (Moss)0.4105 | 9 | 1mo ago | |
| S1 (simulated) | Magnetite RMSE0.0151 | 8 | 1mo ago | ||
| Samson | EndNet | RMSE (Soil)0.0036 | 8 | 1mo ago | |
| Simulated SNR=30 dB | 3D-CSCNet | SAD0.018 | 8 | 1mo ago | |
| Simulated SNR=20 dB | 3D-CSCNet | SAD0.015 | 8 | 1mo ago | |
| Simulated SNR=10 dB | 3D-CSCNet | SAD0.056 | 8 | 1mo ago | |
| Moffett | 3D-CSCNet | SAD (Water)0.017 | 8 | 1mo ago | |
| Houston | 3D-CSCNet | SAD (Grass)0.006 | 8 | 1mo ago | |
| Synthetic Data | ALMM | aRMSE2.15 | 8 | 1mo ago | |
| Cuprite USGS (full) | ALMM | OA (%)74.17 | 8 | 1mo ago | |
| Synthetic Dataset SNR=30 dB | DEQ-Unmix | aRMSE0.0441 | 7 | 4d ago | |
| Synthetic Dataset SNR=15 dB | DEQ-Unmix | aRMSE0.047 | 7 | 4d ago | |
| WDC | Reconstruction Error (RE)0.0166 | 6 | 16d ago | ||
| Synthetic Data MLM, 15dB SNR | LCGU | AAD0.1353 | 6 | 16d ago | |
| Synthetic Data PNMM, 15dB SNR | LCGU | AAD0.121 | 6 | 16d ago | |
| Synthetic Data BMM, 15dB SNR | LCGU | AAD0.1233 | 6 | 16d ago |
