Table 3 Classification accuracy on the Salinas dataset (10% samples for training)
From: Hyperspectral image classification with SVM and guided filter
SVM | SVM-EPF | Co-SVM | Co-SVM-EPF | GF-SVM | GF-SVM-EPF | |
|---|---|---|---|---|---|---|
Brocoli_G_W_1 | 99.82 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 |
Brocoli_G_W_2 | 99.94 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 |
Fallow | 99.88 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 |
Fallow_R_P | 99.15 | 98.87 | 99.15 | 98.97 | 99.15 | 98.97 |
Fallow_smooth | 99.11 | 99.79 | 99.61 | 99.96 | 99.70 | 99.91 |
Stubble | 100.0 | 100.0 | 100.0 | 100.0 | 99.97 | 100.0 |
Celery | 98.81 | 99.97 | 100.0 | 100.0 | 99.94 | 99.97 |
Grapes_untrained | 85.83 | 94.37 | 95.35 | 99.04 | 99.09 | 99.88 |
Soil_V_D | 99.57 | 99.66 | 99.52 | 99.56 | 99.98 | 99.98 |
Corn_S_G_W | 97.68 | 98.02 | 99.28 | 99.79 | 98.65 | 99.83 |
Lettuce_R_4wk | 98.64 | 100.0 | 100.0 | 100.0 | 99.86 | 100.0 |
Lettuce_R_5wk | 99.44 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 |
Lettuce_R_6wk | 98.80 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 |
Lettuce_R_7wk | 95.51 | 99.59 | 99.31 | 99.73 | 94.94 | 98.92 |
Vinyard_untrained | 72.48 | 89.06 | 90.87 | 95.55 | 97.00 | 99.41 |
Vinyard_V_T | 97.47 | 99.86 | 97.67 | 99.93 | 99.45 | 99.86 |
OA | 92.21 | 96.96 | 97.43 | 99.04 | 99.14 | 99.83 |
AA | 96.36 | 98.70 | 98.80 | 99.53 | 99.23 | 99.80 |
KA | 91.25 | 96.58 | 97.11 | 98.92 | 99.04 | 99.81 |