Hyperspectral Unmixing on Jasper Ridge
0.046SAD (Water)3D-CSCNet
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3D-CSCNetRuntime (s)=25.982025.12 | 0.046 | 0.065 | 0.069 | 0.107 | 0.101 | 0.086 | 0.101 | 0.067 | 0.031 | 0.061 | — | — | — | — | — | — | — | — | |
| USTNetPublication=TGRS, Year=2023, Runtime (s)=86.272025.12 | 0.048 | 0.141 | 0.053 | 0.215 | 0.247 | 0.164 | 0.073 | 0.135 | 0.338 | 0.149 | — | — | — | — | — | — | — | — | |
| SWCNetPublication=TGRS, Year=2025, Runtime (s)=9.472025.12 | 0.069 | 0.126 | 0.061 | 0.129 | 0.084 | 0.1 | 0.152 | 0.104 | 0.054 | 0.095 | — | — | — | — | — | — | — | — | |
| BMAEPublication=TGRS, Year=2025, Runtime (s)=328.772025.12 | 0.087 | 0.078 | 0.073 | 0.217 | 0.217 | 0.146 | 0.098 | 0.072 | 0.473 | 0.183 | — | — | — | — | — | — | — | — | |
| DFFNPublication=TGRS, Year=2024, Runtime (s)=28.812025.12 | 0.096 | 0.138 | 0.073 | 0.163 | 0.159 | 0.133 | 0.152 | 0.171 | 0.201 | 0.155 | — | — | — | — | — | — | — | — | |
| A2SNPublication=TGRS, Year=2024, Runtime (s)=13.32025.12 | 0.134 | 0.123 | 0.097 | 0.139 | 0.116 | 0.119 | 0.104 | 0.098 | 0.189 | 0.131 | — | — | — | — | — | — | — | — | |
| PGMSUSpectral Variability=true2025.12 | 0.1366 | 0.1036 | 0.1204 | 0.0805 | 0.0583 | 0.0691 | 0.0584 | 0.0298 | 0.029 | 0.0634 | — | — | — | — | — | — | — | — | |
| DPS4UnSpectral Variability=true2025.12 | 0.1663 | 0.0627 | 0.0956 | 0.0727 | 0.0622 | 0.0517 | 0.0592 | 0.0423 | 0.0464 | 0.0785 | — | — | — | — | — | — | — | — | |
| PMM-NetSpectral Variability=true2025.12 | 0.1764 | 0.1058 | 0.1061 | 0.0851 | 0.0548 | 0.067 | 0.0628 | 0.0225 | 0.0256 | 0.0718 | — | — | — | — | — | — | — | — | |
| DGM-CNNSpectral Variability=true2025.12 | 0.1917 | 0.1137 | 0.0881 | 0.1308 | 0.0659 | 0.0797 | 0.1075 | 0.04 | 0.0434 | 0.0957 | — | — | — | — | — | — | — | — | |
| HUMSCANPublication=JSTARS, Year=2024, Runtime (s)=118.552025.12 | 0.218 | 0.104 | 0.125 | 0.225 | 0.216 | 0.168 | 0.058 | 0.136 | 0.321 | 0.183 | — | — | — | — | — | — | — | — | |
| SSAFNetPublication=TGRS, Year=2025, Runtime (s)=51.672025.12 | 0.24 | 0.092 | 0.114 | 0.085 | 0.07 | 0.09 | 0.04 | 0.022 | 0.025 | 0.082 | — | — | — | — | — | — | — | — | |
| SSF-NetSpectral Variability=true2025.12 | 0.2425 | 0.0925 | 0.1165 | 0.0821 | 0.0693 | 0.0647 | 0.0413 | 0.0213 | 0.0246 | 0.0824 | — | — | — | — | — | — | — | — | |
| ELMMSpectral Variability=true2025.12 | 0.2565 | 0.4914 | 0.6412 | 0.3669 | 0.2489 | 0.4134 | 0.1481 | 0.1171 | 0.0828 | 0.1511 | — | — | — | — | — | — | — | — | |
| SCLSUSpectral Variability=true2025.12 | 0.2582 | 0.5115 | 0.6548 | 0.3558 | 0.2437 | 0.4181 | 0.1481 | 0.1166 | 0.0901 | 0.1533 | — | — | — | — | — | — | — | — | |
| End-BundlesSpectral Variability=true2025.12 | 0.2916 | 0.0565 | 0.1063 | 0.0804 | 0.0657 | 0.0567 | 0.0535 | 0.026 | 0.0426 | 0.1034 | — | — | — | — | — | — | — | — | |
| DGM-SASpectral Variability=true2025.12 | 0.334 | 0.2128 | 0.2603 | 0.1798 | 0.1768 | 0.1267 | 0.1816 | 0.1052 | 0.0862 | 0.1768 | — | — | — | — | — | — | — | — | |
| MSNet2026.04 | 1.86 | — | — | — | — | — | — | 10.99 | 22.84 | — | — | — | 3.55 | — | — | — | — | — | |
| BLU-AA2026.04 | 2.75 | — | — | — | — | — | — | 1.78 | 3.48 | — | — | — | 5.75 | — | — | — | — | — | |
| EDAA2026.04 | 2.79 | — | — | — | — | — | — | 2.78 | 3.01 | — | — | — | 4.24 | — | — | — | — | — | |
| BLU-PPA2026.04 | 3.44 | — | — | — | — | — | — | 1.52 | 2.59 | — | — | — | 6.24 | — | — | — | — | — | |
| BP+22026.04 | 3.44 | — | — | — | — | — | — | 6.57 | 2.73 | — | — | — | 4.72 | — | — | — | — | — | |
| BA+22026.04 | 4.39 | — | — | — | — | — | — | 7.37 | 9.65 | — | — | — | 5.25 | — | — | — | — | — | |
| SAPPA2026.04 | 5.65 | — | — | — | — | — | — | 1.93 | 2.29 | — | — | — | 5.5 | — | — | — | — | — | |
| H2NMF2026.04 | 8.38 | — | — | — | — | — | — | 13.57 | 8.21 | — | — | — | 2.58 | — | — | — | — | — | |
| DC-DMF2026.04 | 10.6 | — | — | — | — | — | — | 40.15 | 18.85 | — | — | — | 10.06 | — | — | — | — | — | |
| DAAA2026.04 | 10.99 | — | — | — | — | — | — | 4.63 | 59.88 | — | — | — | 4.26 | — | — | — | — | — | |
| MiSiC2026.04 | 12.68 | — | — | — | — | — | — | 43.41 | 19.28 | — | — | — | 10.86 | — | — | — | — | — | |
| QMV2026.04 | 15.99 | — | — | — | — | — | — | 11.75 | 36.69 | — | — | — | 13.31 | — | — | — | — | — | |
| UNMambaTime (s)=22.462026.03 | 355 | — | — | — | — | — | — | 1,468 | 1,066 | 913 | — | — | 763 | — | — | — | — | — | |
| EDAATime (s)=27.192026.03 | 444 | — | — | — | — | — | — | 571 | 282 | 494 | — | — | 681 | — | — | — | — | — | |
| Polyhedral UnmixingTime (s)=369.51 ± 0.112026.03 | 645 | — | — | — | — | — | — | 197 | 535 | 396 | — | — | 205 | — | — | — | — | — | |
| MiSiCNetTime (s)=112.812026.03 | 714 | — | — | — | — | — | — | 721 | 3,414 | 1,267 | — | — | 218 | — | — | — | — | — | |
| EndnetTime (s)=453.182026.03 | 717 | — | — | — | — | — | — | 2,154 | 941 | 1,218 | — | — | 1,059 | — | — | — | — | — | |
| SISALTime (s)=0.142026.03 | 971 | — | — | — | — | — | — | 1,634 | 5,021 | 1,997 | — | — | 364 | — | — | — | — | — | |
| ADMMNetTime (s)=52.442026.03 | 2,406 | — | — | — | — | — | — | 7,662 | 3,133 | 3,784 | — | — | 1,936 | — | — | — | — | — | |
| NMF-QMVTime (s)=7.542026.03 | 2,537 | — | — | — | — | — | — | 2,165 | 7,969 | 3,799 | — | — | 2,525 | — | — | — | — | — | |
| VCATime (s)=0.032026.03 | 2,908 | — | — | — | — | — | — | 3,739 | 5,293 | 3,573 | — | — | 2,352 | — | — | — | — | — | |
| ADMMNetTime (s)=52.442026.03 | — | — | 0.1994 | 0.2385 | 0.3125 | 0.2307 | — | — | — | — | — | — | — | 0.1725 | — | — | — | — | |
| BA+22026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0 | — | — | — | |
| BLU-AA2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0 | — | — | — | |
| BLU-PPA2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0 | — | — | — | |
| BP+22026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0 | — | — | — | |
| DAAA2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 1 | — | — | — | |
| DC-DNMF2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 2 | — | — | — | |
| EDAATime (s)=27.192026.03 | — | — | 0.0535 | 0.0696 | 0.0873 | 0.0667 | — | — | — | — | — | — | — | 0.0563 | — | — | — | — | |
| EDAA2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0 | — | — | — | |
| EndnetTime (s)=453.182026.03 | — | — | 0.4049 | 0.2627 | 0.2229 | 0.2875 | — | — | — | — | — | — | — | 0.2596 | — | — | — | — | |
| GBM2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.29 | 0.075 | 0.476 | |
| H2NMF2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 1 | — | — | — | |
| LMM2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.288 | 0.055 | 0.347 | |
| LP method2025.12 | — | — | — | — | — | — | — | — | — | — | 6.82 | 271.9 | — | — | — | — | — | — | |
| MiSiCNetTime (s)=112.812026.03 | — | — | 0.0709 | 0.2153 | 0.2485 | 0.1421 | — | — | — | — | — | — | — | 0.0335 | — | — | — | — | |
| MiSiCNet2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 3 | — | — | — | |
| MSNet2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 1 | — | — | — | |
| NMF-QMVTime (s)=7.542026.03 | — | — | 0.1981 | 0.1997 | 0.2613 | 0.2012 | — | — | — | — | — | — | — | 0.1455 | — | — | — | — | |
| NMF-QMV2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4 | — | — | — | |
| PGRU2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.151 | 0.011 | 0.068 | |
| Polyhedral UnmixingTime (s)=369.51 ± 0.112026.03 | — | — | 0.09 | 0.0544 | 0.0642 | 0.0712 | — | — | — | — | — | — | — | 0.076 | — | — | — | — | |
| PPNM2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.287 | 0.07 | 0.444 | |
| REDIClambda=0, tau=12025.12 | — | — | — | — | — | — | — | — | — | — | 12.24 | 6.3 | — | — | — | — | — | — | |
| REDIClambda=50, tau=12025.12 | — | — | — | — | — | — | — | — | — | — | 12.24 | 4.9 | — | — | — | — | — | — | |
| REDIClambda=50, tau=52025.12 | — | — | — | — | — | — | — | — | — | — | 12.24 | 5.3 | — | — | — | — | — | — | |
| REDIClambda=100, tau=12025.12 | — | — | — | — | — | — | — | — | — | — | 8.49 | 5.5 | — | — | — | — | — | — | |
| REDIClambda=100, tau=52025.12 | — | — | — | — | — | — | — | — | — | — | 7.1 | 8.2 | — | — | — | — | — | — | |
| REDIClambda=150, tau=12025.12 | — | — | — | — | — | — | — | — | — | — | 7.39 | 7.5 | — | — | — | — | — | — | |
| REDIClambda=150, tau=52025.12 | — | — | — | — | — | — | — | — | — | — | 6.11 | 18.8 | — | — | — | — | — | — | |
| REDIClambda=200, tau=12025.12 | — | — | — | — | — | — | — | — | — | — | 7.04 | 10.2 | — | — | — | — | — | — | |
| REDIClambda=200, tau=52025.12 | — | — | — | — | — | — | — | — | — | — | 5.77 | 32.7 | — | — | — | — | — | — | |
| REDIClambda=250, tau=12025.12 | — | — | — | — | — | — | — | — | — | — | 6.88 | 14.3 | — | — | — | — | — | — | |
| REDIClambda=250, tau=52025.12 | — | — | — | — | — | — | — | — | — | — | 5.68 | 52.3 | — | — | — | — | — | — | |
| SAPPA2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0 | — | — | — | |
| SISALTime (s)=0.142026.03 | — | — | 0.142 | 0.2258 | 0.2631 | 0.1812 | — | — | — | — | — | — | — | 0.0937 | — | — | — | — | |
| UNMambaTime (s)=22.462026.03 | — | — | 0.0638 | 0.1041 | 0.0982 | 0.0835 | — | — | — | — | — | — | — | 0.0679 | — | — | — | — | |
| VCATime (s)=0.032026.03 | — | — | 0.1101 | 0.2208 | 0.3102 | 0.1924 | — | — | — | — | — | — | — | 0.1285 | — | — | — | — |