Table 11 OAs (%) from ablation experiment A 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 = 1.0) | 97.64 ± 0.09 ↑ 0.02 | 94.69 ± 0.05 ↓ 0.12 | 92.67 ± 0.53↑ 0.07 | |
Horizontal Flip (OP = 1.0) | 97.55 ± 0.11 ↓ 0.07 | 94.74 ± 0.08 ↓ 0.07 | 92.60 ± 0.30↓ 0.00 | |
Vertical Flip (OP = 1.0) | 97.67 ± 0.13 ↑ 0.05 | 94.67 ± 0.05 ↓ 0.14 | 92.26 ± 0.41↓ 0.34 | |
Rotation (OP = 1.0) | 97.55 ± 0.12 ↓ 0.07 | 94.61 ± 0.10 ↓ 0.20 | 92.07 ± 0.24↓ 0.53 | |
Gaussian Blur (OP = 1.0) | 97.51 ± 0.03 ↓ 0.11 | 94.68 ± 0.12 ↓ 0.13 | 92.71 ± 0.43↑ 0.11 | |
CutMix (OP = 1.0) | 97.54 ± 0.15 ↓ 0.08 | 94.48 ± 0.04 ↓ 0.33 | 91.89 ± 0.37 ↓ 0.71 | |
Overdone (All OPs = 1.0) | 97.20 ± 0.09 ↓ 0.42 | 94.14 ± 0.07 ↓ 0.67 | 91.45 ± 0.25 ↓ 1.15 | |
Swin-T-Tiny | Baseline 2 | 97.42 ± 0.10 | 94.41 ± 0.19 | 91.72 ± 0.34 |
Overdone (All OPs = 1.0) | 97.23 ± 0.14 ↓ 0.19 | 93.65 ± 0.10↓ 0.76 | 90.78 ± 0.16↓ 0.94 | |
RC-B3 | Baseline 3 | 97.22 ± 0.03 | 94.69 ± 0.03 | 91.91 ± 0.34 |
Overdone (All OPs = 1.0) | 96.85 ± 0.13 ↓ 0.37 | 94.01 ± 0.11 ↓ 0.68 | 91.05 ± 0.08↓ 0.86 | |
