Effects of Data Augmentation with the BNNSMOTE Algorithm in Seizure Detection Using 1D-MobileNet

Table 5

Detection results of different IEDP algorithms.

Method	Rec (%)	Pre (%)	F1 (%)	Acc (%)
Before	78.59	94.55	85.70	98.95
ROS	82.21	94.75	87.77	99.11
SMOTE	90.53	72.15	79.98	98.36
BLSMOTE	87.94	85.04	85.98	98.91
SVMSMOTE	82.18	87.09	84.29	98.48
BNNSMOTE	87.46	97.17	91.90	99.40