Table 12 OAs (%) from ablation experiment B on the AID30, NWPU45, and AFGR50 datasets.
From: Pure data correction enhancing remote sensing image classification with a lightweight ensemble model
Model | Test Item | OA (%) | ||
|---|---|---|---|---|
AID30 (TR-20%) | NWPU45 (TR-10%) | AFGR50 (TR-10%) | ||
N-ViT-S | Baseline 1 | 97.62 ± 0.11 | 94.81 ± 0.05 | 92.60 ± 0.17 |
Color Jitter (OP = 0.0) | 97.54 ± 0.05↓ 0.08 | 94.67 ± 0.08↓ 0.14 | 91.98 ± 0.17↓ 0.72 | |
Horizontal Flip (OP = 0.0) | 97.51 ± 0.14↓ 0.09 | 94.77 ± 0.15↓ 0.04 | 92.50 ± 0.53↓ 0.10 | |
Vertical Flip (OP = 0.0) | 97.55 ± 0.17↓ 0.07 | 94.82 ± 0.11↑ 001 | 92.73 ± 0.18↓ 0.13 | |
Rotation (OP = 0.0) | 97.49 ± 0.06↓ 0.13 | 94.39 ± 0.07↓ 0.42 | 90.79 ± 0.44↓ 1.81 | |
Gaussian Blur (OP = 0.0) | 97.67 ± 0.10↑ 0.05 | 94.68 ± 0.14↓ 0.13 | 92.16 ± 0.10↓ 0.44 | |
CutMix (OP = 0.0) | 97.02 ± 0.14↓ 0.50 | 94.30 ± 0.12↓ 0.51 | 91.99 ± 0.51↓ 0.61 | |
Underdone (All OPs = 0.0) | 96.33 ± 0.14 ↓ 1.29 | 92.73 ± 0.07 ↓ 2.18 | 85.25 ± 0.21 ↓ 7.35 | |
Swin-T-Tiny | Baseline 2 | 97.42 ± 0.10 | 94.41 ± 0.19 | 91.72 ± 0.34 |
Underdone (All OPs = 0.0) | 95.89 ± 0.16 ↓ 1.53 | 91.96 ± 0.05 ↓ 2.45 | 86.03 ± 0.56 ↓ 5.69 | |
RC-B3 | Baseline 3 | 97.22 ± 0.03 | 94.69 ± 0.03 | 91.91 ± 0.34 |
Underdone (All OPs = 0.0) | 95.40 ± 0.19 ↓ 1.82 | 92.06 ± 0.18 ↓ 2.63 | 84.38 ± 0.80 ↓ 7.53 | |
