Method | Features | Performance measures | ||||
---|---|---|---|---|---|---|
SLBP | Harlick | Color | Sen (%) | Spec (%) | Accuracy (%) | |
DT | âś“ | 92.5 | 92.7 | 92.6 | ||
âś“ | 75.5 | 81.8 | 76.6 | |||
âś“ | 79.9 | 85.5 | 78.9 | |||
QSVM | âś“ | 93.8 | 92.7 | 90.4 | ||
âś“ | 79.9 | 80.0 | 79.8 | |||
âś“ | 87.2 | 87.3 | 87.2 | |||
CSVM | âś“ | 93.8 | 94.5 | 93.6 | ||
âś“ | 80.65 | 81.8 | 80.9 | |||
âś“ | 81.2 | 85.5 | 81.9 | |||
QDA | âś“ | 83.25 | 69.1 | 80.9 | ||
âś“ | 79.25 | 76.4 | 78.7 | |||
âś“ | 83.8 | 72.7 | 81.9 | |||
Fine KNN | âś“ | 89.5 | 94.5 | 90.4 | ||
âś“ | 77.2 | 80.0 | 77.7 | |||
âś“ | 88.5 | 87.3 | 88.3 | |||
WKNN | âś“ | 92.3 | 87.3 | 91.5 | ||
âś“ | 85.9 | 87.3 | 86.2 | |||
âś“ | 86.6 | 83.6 | 86.2 | |||
EBT | âś“ | 92.5 | 92.7 | 90.4 | ||
âś“ | 85.9 | 87.3 | 86.2 | |||
âś“ | 89.4 | 89.1 | 89.4 | |||
ESDA | âś“ | 92.5 | 92.7 | 91.5 | ||
âś“ | 81.5 | 83.6 | 81.9 | |||
âś“ | 88.9 | 85.5 | 88.7 | |||
Multi-class SVM | âś“ | 93.4 | 94.5 | 93.6 | ||
âś“ | 87.6 | 85.5 | 87.2 | |||
âś“ | 90.7 | 89.1 | 90.4 |