Research Article
[Retracted] Hybrid Depth-Separable Residual Networks for Hyperspectral Image Classification
Table 8
The comparison experiments in the IN dataset.
| No. of classes | Train/test | SVM-RBF | 2D CNN | 3D CNN | SSRN | HybridSN | HDSRN |
| 1 | 9/37 | 61.5 | 85.88 | 94.63 | 97.82 | 97.98 | 99.78 | 2 | 286/1142 | 78.68 | 91.31 | 93.9 | 99.17 | 98.37 | 99.59 | 3 | 166/664 | 73.41 | 91.07 | 94.85 | 99.53 | 99.48 | 99.82 | 4 | 47/190 | 71.58 | 80.38 | 93.48 | 97.79 | 97.38 | 99.82 | 5 | 97/386 | 80.38 | 91.89 | 93.56 | 99.24 | 99.23 | 99.38 | 6 | 146/584 | 92.27 | 99.01 | 94.2 | 99.51 | 99.14 | 99.89 | 7 | 6/22 | 79.52 | 82.59 | 89.73 | 98.7 | 99 | 99.32 | 8 | 96/382 | 87.38 | 100 | 96.01 | 99.85 | 100 | 100 | 9 | 4/16 | 85.87 | 66.55 | 95 | 98.5 | 99.01 | 100 | 10 | 194/778 | 77.58 | 86.38 | 94.55 | 98.74 | 98.76 | 99.61 | 11 | 491/1964 | 83.75 | 90.47 | 93.87 | 99.3 | 99.64 | 99.89 | 12 | 119/474 | 83.21 | 82.89 | 91.52 | 98.43 | 99.12 | 98.55 | 13 | 41/164 | 84.64 | 99.06 | 93.89 | 100 | 100 | 99.86 | 14 | 253/1012 | 98.01 | 97.86 | 91.77 | 99.31 | 100 | 100 | 15 | 77/309 | 94.3 | 90.52 | 95.03 | 99.2 | 99.35 | 99.89 | 16 | 19/74 | 61.43 | 98.94 | 93.57 | 97.82 | 97.26 | 98.57 |
| OA (%) | | 82.83 | 90.89 | 94.07 | 99.19 | 99.26 | 99.72 | AA (%) | | 80.84 | 89.68 | 93.72 | 98.93 | 98.98 | 99.62 | Kappa × 100 | | 82.23 | 88.56 | 93.87 | 99.07 | 99.09 | 99.70 |
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