Table 5 OAs (%) of different ESE-9 C classifiers on the three RSI datasets.
From: Pure data correction enhancing remote sensing image classification with a lightweight ensemble model
Classifier | AID30 | NWPU45 | AFGR50 | ||
|---|---|---|---|---|---|
TR-20% | TR-10% | TR-20% | TR-10% | TR-20% | |
RD-ESE | 97.53 ± 0.02 | 95.17 ± 0.05 | 96.57 ± 0.06 | 92.21 ± 0.35 | 96.40 ± 0.18 |
RD-ESE-9 C | 97.50 ± 0.03↓0.03 | 95.16 ± 0.05↓0.01 | 96.57 ± 0.07↓0.0 | 92.17 ± 0.39↓0.04 | 96.38 ± 0.19↓0.02 |
DualB0-ESE | 97.13 ± 0.04 | 94.75 ± 0.06 | 96.28 ± 0.03 | 90.84 ± 0.29 | 95.93 ± 0.15 |
DualB0-ESE-9 C | 97.11 ± 0.03↓0.02 | 94.74 ± 0.06↓0.01 | 96.26 ± 0.05↓0.02 | 90.81 ± 0.30↓0.03 | 95.91 ± 0.19↓0.02 |
RST-ESE | 97.86 ± 0.12 | 95.29 ± 0.04 | 96.78 ± 0.02 | 92.97 ± 0.37 | 96.60 ± 0.21 |
RST-ESE-9 C | 97.81 ± 0.10↓0.05 | 95.26 ± 0.06↓0.03 | 96.73 ± 0.03↓0.05 | 92.93 ± 0.42↓0.04 | 96.59 ± 0.27↓0.01 |
RNV-ESE | 97.86 ± 0.12 | 95.34 ± 0.08 | 96.70 ± 0.04 | 93.27 ± 0.29 | 96.77 ± 0.24 |
RNV-ESE-9 C | 97.85 ± 0.14↓0.01 | 95.31 ± 0.11↓0.03 | 96.68 ± 0.05↓0.02 | 93.24 ± 0.33↓0.03 | 96.76 ± 0.25↓0.01 |
