Research Article
Nested Transformers for Hyperspectral Image Classification
Table 7
The classification accuracy of Xiongan (%).
| | Category | LR | SVM | RF | CNN | ViT | Swin | NesT |
| | C01 | 33.37 | 72.12 | 87.56 | 99.60 | 99.73 | 99.84 | 99.94 | | C02 | 44.08 | 67.85 | 84.11 | 99.85 | 99.77 | 99.96 | 99.96 | | C03 | 0.00 | 76.37 | 87.96 | 98.82 | 99.60 | 99.61 | 99.98 | | C04 | 91.93 | 99.36 | 99.60 | 99.98 | 99.98 | 99.98 | 99.99 | | C05 | 51.95 | 66.66 | 81.62 | 99.84 | 99.75 | 99.80 | 99.91 | | C06 | 45.27 | 73.12 | 87.38 | 99.85 | 99.86 | 99.89 | 99.98 | | C07 | 0.00 | 93.05 | 94.13 | 99.81 | 99.96 | 99.85 | 99.89 | | C08 | 75.32 | 97.34 | 98.99 | 99.95 | 99.91 | 99.98 | 99.99 | | C09 | 64.04 | 95.22 | 99.30 | 99.82 | 99.98 | 99.97 | 99.99 | | C10 | 88.70 | 95.57 | 97.78 | 99.87 | 99.97 | 99.99 | 99.99 | | C11 | 0.00 | 0.00 | 86.78 | 95.16 | 98.46 | 99.55 | 99.80 | | C12 | 1.63 | 75.11 | 86.72 | 97.70 | 99.33 | 99.35 | 99.53 | | C13 | 49.91 | 64.19 | 81.12 | 99.85 | 99.68 | 99.80 | 99.82 | | C14 | 0.00 | 90.39 | 88.00 | 95.92 | 98.95 | 99.23 | 99.66 | | C15 | 51.67 | 66.64 | 81.88 | 98.22 | 99.07 | 99.02 | 99.49 | | C16 | 0.00 | 90.07 | 84.47 | 97.73 | 98.04 | 98.29 | 99.28 | | C17 | 0.00 | 0.00 | 97.16 | 96.27 | 99.07 | 97.08 | 97.41 | | C18 | 47.53 | 62.89 | 81.51 | 99.71 | 99.66 | 99.76 | 99.89 | | C19 | 0.00 | 88.11 | 90.82 | 98.81 | 99.61 | 99.83 | 99.81 | | C20 | 98.95 | 96.42 | 96.93 | 99.29 | 99.69 | 99.83 | 99.93 | | Overall accuracy | 57.37 | 73.60 | 86.57 | 99.70 | 99.73 | 99.84 | 99.86 |
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