Table 3 OAs (%) of different 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-50% | TR-10% | TR-20% | TR-10% | TR-20% | TR-30% | |
DC-B0 | 96.90 ± 0.12 | 98.15 ± 0.04 | 94.40 ± 0.03 | 96.03 ± 0.02 | 90.17 ± 0.15 | 95.58 ± 0.17 | 97.12 ± 0.16 |
SC-B0 | 96.96 ± 0.14 | 98.28 ± 0.08 | 94.43 ± 0.03 | 96.03 ± 0.06 | 90.49 ± 0.37 | 95.66 ± 0.11 | 97.04 ± 0.11 |
RC-B3 | 97.22 ± 0.03 | 98.27 ± 0.04 | 94.69 ± 0.03 | 96.28 ± 0.05 | 91.91 ± 0.34 | 96.24 ± 0.12 | 97.39 ± 0.10 |
SC-B3 | 97.31 ± 0.13 | 98.23 ± 0.04 | 94.66 ± 0.12 | 96.24 ± 0.04 | 90.87 ± 0.05 | 95.67 ± 0.18 | 97.14 ± 0.22 |
Swin-T-Tiny | 97.42 ± 0.10 | 98.39 ± 0.11 | 94.41 ± 0.19 | 96.22 ± 0.13 | 91.72 ± 0.34 | 96.00 ± 0.24 | 97.39 ± 0.05 |
N-ViT-S | 97.62 ± 0.11 | 98.47 ± 0.02 | 94.81 ± 0.05 | 96.22 ± 0.07 | 92.60 ± 0.17 | 96.33 ± 0.20 | 97.43 ± 0.07 |
