Table 2 Average results of proposed algorithm using EPFL dataset
Dataset | Classifier | ACC (%) | TPR | FPR | Recall (%) | FDR (%) | FNR (%) | AUC |
|---|---|---|---|---|---|---|---|---|
CVLAB campus sequences | M-class SVM | 99.56 | 0.99 | 0.01 | 99.33 | 0.66 | 0.43 | 0.99 |
KNN | 98.03 | 0.98 | 0.02 | 98.13 | 1.86 | 1.96 | 0.97 | |
EBT | 99.23 | 0.99 | 0.01 | 99.40 | 0.60 | 0.76 | 0.99 | |
CVLAB passageway sequences | M-class SVM | 99.56 | 0.99 | 0.01 | 99.33 | 0.66 | 0.63 | 0.99 |
KNN | 98.03 | 0.97 | 0.03 | 98.13 | 1.85 | 1.96 | 0.97 | |
EBT | 99.30 | 0.99 | 0.01 | 99.33 | 0.66 | 0.70 | 0.99 |