Table 2 Performance with fine supervision for Tanzania and Zambia.
From: Fine-grained population mapping from coarse census counts and open geodata
Evaluation set | Method | \(R^2 \uparrow\) [%] | MAE \(\downarrow\) | MAPE \(\downarrow\) [%] |
|---|---|---|---|---|
Tanzania | RF per region6 | 79.1 ± 2.6 | 3320 ± 70 | 22.1 ± 0.3 |
CNN | 80.8 ± 2.1 | 3290 ± 80 | 21.7 ± 0.4 | |
Pomelo | 87.6 ± 0.2 | 2890 ± 20 | 20.4 ± 0.3 | |
Zambia | RF per region6 | 87.6 ± 0.0 | 3740 ± 40 | 46.5 ± 0.4 |
CNN | 88.2 ± 0.4 | 3680 ± 50 | 44.9 ± 0.4 | |
Pomelo | 88.7 ± 0.3 | 3650 ± 20 | 48.0 ± 0.6 |
