Research Article

Online Detection of Abnormal Events in Video Streams

Figure 6

Detection results of the indoor scene. (a) The detection result of one normal frame. (b) The detection result of one abnormal panic frame. (c) ROC curve of different features of the indoor scene results via one-class SVM. All the training samples are learned together offline. The biggest AUC value is 0.8649. (d) ROC curve of different features results via Strategy 1 online one-class SVM. The biggest AUC value is 0.8628.
837275.fig.006a
(a) Normal indoor scene
837275.fig.006b
(b) Abnormal indoor scene
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(c) ROC train offline
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(d) ROC Strategy 1