Table 11 Impact of super-resolution on classification metrics: Algeria, Egypt, Ghana, Malawi, and Uganda.
Algeria | Egypt | Ghana | Malawi | Uganda | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
SR models | Acc. Diff | F1 Diff | Kappa Diff | Acc. Diff | F1 Diff | Kappa Diff | Acc. Diff | F1 Diff | Kappa Diff | Acc. Diff | F1 Diff | Kappa Diff | Acc. Diff | F1 Diff | Kappa Diff |
DBPISR | -16% | -21.34% | -35.55% | +9% | +5.06% | -6.05% | +42.67% | +30.71% | +31.14% | -9% | -19.73% | -30.6% | +34.67% | +12.63% | +17.21% |
BSRGAN | 0% | -0.1% | -0.8% | -11% | -9.3% | -4.03% | -1.33% | -1.77% | +8.8% | -6% | -4.2% | -3.96% | 0% | -5.08% | -13.95% |
Real-ESRGAN | +11% | +5.57% | +11.66% | +6% | +3.44% | +2.17% | +13.34% | +14.51% | +14.14% | +13% | +6.54% | +8.2% | 0% | -0.07% | +1.95% |
SwinIR | +9% | +4.35% | +7.37% | +2% | +0.92% | +1.76% | +6.67% | +8.07% | +4.49% | +18% | +10.15% | +12.2% | -8% | -8.18% | -8.35% |
SwinIR_large | -1% | -0.35% | -0.67% | +1% | +0.25% | +4.27% | 0% | -0.26% | +1.77% | -7% | -5.57% | +1.33% | -1.34% | -1.42% | +1.73% |
