Table 9.
Comparison with state-of-the-art models.
Model | Sen | Spc | Prc | Acc | F1 | MCC | FMI |
---|---|---|---|---|---|---|---|
CSSNet (4) | 92.08 ± 1.01 | 93.33 ± 2.61 | 93.32 ± 2.40 | 92.71 ± 0.95 | 92.67 ± 0.85 | 85.47 ± 1.93 | 92.69 ± 0.86 |
SMO (5) | 93.23 ± 1.72 | 95.52 ± 1.30 | 95.44 ± 1.22 | 94.38 ± 0.64 | 94.31 ± 0.68 | 88.80 ± 1.27 | 93.23 ± 1.72 |
COVNet (6) | 91.00 ± 1.89 | 95.72 ± 0.93 | 95.52 ± 0.91 | 93.36 ± 0.91 | 93.19 ± 0.98 | 86.84 ± 1.76 | 93.23 ± 0.96 |
WSF (7) | 90.03 ± 1.22 | 90.34 ± 1.25 | 90.33 ± 1.07 | 90.19 ± 0.68 | 90.17 ± 0.69 | 80.39 ± 1.35 | 90.18 ± 0.68 |
WEBBO (8) | 72.94 ± 0.96 | 73.97 ± 1.02 | 73.70 ± 0.79 | 73.45 ± 0.69 | 73.31 ± 0.71 | 46.91 ± 1.38 | 73.32 ± 0.71 |
FSVC (9) | 90.25 ± 1.27 | 90.03 ± 0.80 | 90.06 ± 0.72 | 90.14 ± 0.70 | 90.15 ± 0.73 | 80.29 ± 1.41 | 90.15 ± 0.74 |
SVM (10) | 72.38 ± 2.68 | 77.38 ± 1.96 | 76.22 ± 1.21 | 74.88 ± 0.86 | 74.21 ± 1.25 | 49.85 ± 1.70 | 74.25 ± 1.21 |
PZM (11) | 92.06 ± 1.54 | 92.56 ± 1.06 | 92.53 ± 1.03 | 92.31 ± 1.08 | 92.29 ± 1.10 | 84.64 ± 2.15 | 92.29 ± 1.10 |
GLCM-ELM (12) | 74.19 ± 2.74 | 77.81 ± 2.03 | 77.01 ± 1.29 | 76.00 ± 0.98 | 75.54 ± 1.31 | 52.08 ± 1.95 | 75.57 ± 1.28 |
Jaya (13) | 73.31 ± 2.26 | 78.11 ± 1.92 | 77.03 ± 1.35 | 75.71 ± 1.04 | 75.10 ± 1.23 | 51.51 ± 2.07 | 75.14 ± 1.22 |
PSCNN (Ours) | 95.28 ± 1.03 | 95.78 ± 0.87 | 95.76 ± 0.86 | 95.53 ± 0.83 | 95.52 ± 0.83 | 91.07 ± 1.65 | 95.52 ± 0.83 |
Bold means the best.