Table 5 Performance of four different AdaBoost variants for HOB.

From: Insulator detection in transmission line based on Log AdaBoost

Method

Training duration

Number of weak classifiers

Margin variance

Log AdaBoost

38.72s

336

0.0152

Gentle AdaBoost

43.01s

380

0.0176

Modest AdaBoost

116.93s

908

0.0355

Real AdaBoost

71.75s

5872

0.0490