Aboveground Biomass Estimation on SEOSAW Africa (test)
20.7AGB RMSEFull StruMPL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Full StruMPLComponents=AIPW + allometric2026.05 | 20.7 | 0.6 | |
| External baseline (Asiyabi et al.)Source=[Asiyabi et al., 2026]2026.05 | 21.8 | 1.5 | |
| Single-output AGBLoss=naive MSE2026.05 | 22.5 | 5.3 | |
| Single-output AGBLoss=Lbias + Lcons + Limp2026.05 | 22.6 | 3 | |
| MTL + Lbias + LimpComponents=Lbias, Limp2026.05 | 23.6 | 2.2 | |
| MTL + Lcons onlyComponents=Lcons2026.05 | 23.7 | 1.3 | |
| MTL + Lphys onlyComponents=Lphys2026.05 | 24.1 | 5.4 | |
| MTLType=sup only, Components excluded=Lphys, Lcons, Lbias, Limp2026.05 | 24.9 | 1.4 | |
| External baseline (Santoro and Cartus)Source=[Santoro and Cartus, 2024]2026.05 | 38.5 | 27.9 |