Research Article
Nested Transformers for Hyperspectral Image Classification
Table 5
The classification accuracy of Indian Pines (%).
| | Category | LR | SVM | RF | CNN | ViT | Swin | NesT |
| | C01 | 35.83 | 17.85 | 36.50 | 83.63 | 73.01 | 52.43 | 64.78 | | C02 | 60.89 | 56.72 | 64.20 | 73.40 | 78.47 | 57.31 | 83.72 | | C03 | 70.43 | 93.41 | 77.45 | 84.82 | 97.94 | 83.15 | 93.93 | | C04 | 48.10 | 0.00 | 69.52 | 94.21 | 96.65 | 100.00 | 94.40 | | C05 | 59.28 | 69.74 | 90.95 | 95.72 | 88.36 | 84.53 | 92.91 | | C06 | 72.60 | 67.31 | 80.95 | 93.07 | 98.31 | 97.19 | 91.20 | | C07 | 35.13 | 24.00 | 52.83 | 90.32 | 72.97 | 38.88 | 67.56 | | C08 | 96.73 | 96.96 | 99.74 | 95.78 | 98.76 | 95.95 | 98.15 | | C09 | 39.13 | 0.00 | 44.44 | 62.50 | 100.00 | 64.51 | 80.92 | | C10 | 62.17 | 48.87 | 71.30 | 85.27 | 90.85 | 73.88 | 95.46 | | C11 | 56.81 | 50.10 | 69.68 | 90.64 | 91.76 | 73.24 | 92.35 | | C12 | 28.94 | 26.66 | 62.92 | 77.40 | 80.69 | 47.49 | 72.48 | | C13 | 81.09 | 83.40 | 91.42 | 96.51 | 97.11 | 99.41 | 93.08 | | C14 | 76.48 | 72.62 | 87.75 | 98.96 | 97.76 | 91.89 | 97.54 | | C15 | 58.55 | 83.33 | 72.02 | 93.00 | 85.64 | 80.24 | 86.44 | | C16 | 78.26 | 95.78 | 83.78 | 88.57 | 76.85 | 41.15 | 72.58 | | Overall accuracy | 63.67 | 58.35 | 74.68 | 86.75 | 90.20 | 75.71 | 90.37 |
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