Research Article

Motion Direction Inconsistency-Based Fight Detection for Multiview Surveillance Videos

Table 5

Comparison of classifier performance.

ClassifiersAccuracyF1-scoreMAFA

SVM92.00%92.36%11.58%3.67%
AdaBoost97.00%96.95%4.67%1.33%
Bagging92.67%92.14%1.40%0.60%
RF97.66%97.66%2.67%2.00%