Research Article
Nested Transformers for Hyperspectral Image Classification
Table 4
The classification accuracy of Salinas (%).
| Category | LR | SVM | RF | CNN | ViT | Swin | NesT |
| C01 | 98.39 | 100.00 | 99.74 | 100.00 | 100.00 | 100.00 | 100.00 | C02 | 96.85 | 98.54 | 99.30 | 100.00 | 100.00 | 99.97 | 100.00 | C03 | 92.94 | 90.90 | 94.58 | 100.00 | 98.55 | 98.75 | 100.00 | C04 | 98.37 | 97.65 | 98.36 | 100.00 | 99.77 | 98.97 | 99.13 | C05 | 93.42 | 97.22 | 98.72 | 98.89 | 97.80 | 98.84 | 99.36 | C06 | 99.77 | 100.00 | 99.97 | 100.00 | 99.92 | 99.62 | 99.77 | C07 | 98.86 | 97.45 | 99.49 | 99.94 | 100.00 | 99.94 | 100.00 | C08 | 73.30 | 69.02 | 78.41 | 97.78 | 97.86 | 98.03 | 99.18 | C09 | 98.90 | 98.44 | 98.38 | 99.64 | 99.64 | 99.80 | 100.00 | C10 | 91.01 | 86.35 | 91.71 | 99.59 | 99.63 | 99.81 | 99.93 | C11 | 87.01 | 88.93 | 93.14 | 99.52 | 98.70 | 99.25 | 100.00 | C12 | 92.43 | 95.33 | 96.04 | 100.00 | 100.00 | 99.79 | 99.94 | C13 | 95.59 | 92.86 | 95.97 | 99.89 | 100.00 | 99.89 | 100.00 | C14 | 96.23 | 97.57 | 98.32 | 100.00 | 99.43 | 99.16 | 99.71 | C15 | 70.16 | 78.98 | 77.20 | 96.55 | 95.41 | 95.65 | 98.96 | C16 | 98.35 | 98.89 | 98.99 | 99.72 | 100.00 | 100.00 | 100.00 | Overall accuracy | 88.13 | 87.69 | 91.01 | 98.93 | 98.66 | 98.76 | 99.61 |
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