| Class | Train | Test | SVM | PCA | IFRF | HiFi | CCJSR | R-VCANet | SSRN | MSLRR | MSLRR_ TWRF |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Asphalt | 10 | 18 639 | 88.79 | 66.01 | 69.94 | 72.08 | 90.98 | 70.93 | 93.22 | 84.87 | 88.77 |
| Meadows | 10 | 2 089 | 84.09 | 65.53 | 94.43 | 79.36 | 84.62 | 76.75 | 95.44 | 92.16 | 95.44 |
| Gravel | 10 | 3 054 | 46.35 | 57.32 | 61.05 | 78.44 | 42.07 | 87.18 | 80.10 | 94.98 | 98.23 |
| Trees | 10 | 1 335 | 54.04 | 91.72 | 53.87 | 78.79 | 67.26 | 93.74 | 98.29 | 93.15 | 88.87 |
| Sheets | 10 | 5 019 | 85.41 | 99.75 | 97.48 | 89.62 | 66.77 | 99.97 | 98.69 | 97.69 | 99.57 |
| Soil | 10 | 1 320 | 36.31 | 56.21 | 77.53 | 77.30 | 35.68 | 85.62 | 94.77 | 84.36 | 98.74 |
| Bitumen | 10 | 3 672 | 42.66 | 88.58 | 66.62 | 92.73 | 60.25 | 93.38 | 90.82 | 96.11 | 99.96 |
| Bricks | 10 | 937 | 70.29 | 72.46 | 58.13 | 72.57 | 45.61 | 81.27 | 79.07 | 92.08 | 97.27 |
| Shadows | 10 | 180 | 98.85 | 99.64 | 49.96 | 99.01 | 75.25 | 98.34 | 99.83 | 99.45 | 99.66 |
| OA | / | / | 64.87±0.05 | 69.11±0.05 | 74.53±0.06 | 78.48±0.05 | 61.05±0.04 | 80.72±0.023 | 92.35±0.01 | 90.77±0.02 | 94.98±0.02 |
| AA | / | / | 67.42±0.04 | 77.14±0.18 | 69.89±0.04 | 82.21±0.03 | 63.17±0.2 | 87.46±0.011 | 92.25±0.02 | 92.76±0.05 | 96.28±0.04 |
| Kappa | / | / | 56.54±0.06 | 61.40±0.05 | 67.85±0.06 | 72.50±0.05 | 50.82±0.04 | 75.52±0.03 | 89.90±0.02 | 87.91±0.02 | 93.42±0.03 |
