• Laser & Optoelectronics Progress
  • Vol. 57, Issue 6, 061506 (2020)
Wentao Li, han Fu, Zhen Hao, Yan Ten, Lin Yan, Peiran Zhao, and Xuewu Zhang*
Author Affiliations
  • College of Internet of Things Engineering, Hohai University, Changzhou, Jiangsu 213022, China
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    DOI: 10.3788/LOP57.061506 Cite this Article Set citation alerts
    Wentao Li, han Fu, Zhen Hao, Yan Ten, Lin Yan, Peiran Zhao, Xuewu Zhang. Detection Algorithm of Crowd Abnormal Event Based on Girvan-Newman Splitting[J]. Laser & Optoelectronics Progress, 2020, 57(6): 061506 Copy Citation Text show less
    Flow chart of abnormal event detection algorithm based on group analysis
    Fig. 1. Flow chart of abnormal event detection algorithm based on group analysis
    Group division diagram. (a) Connection establishment; (b) group division
    Fig. 2. Group division diagram. (a) Connection establishment; (b) group division
    Grouping result. (a) Scene 1; (b) scene 2
    Fig. 3. Grouping result. (a) Scene 1; (b) scene 2
    Experimental scene 1. (a) Normal scene; (b) abnormal scene
    Fig. 4. Experimental scene 1. (a) Normal scene; (b) abnormal scene
    Experimental scene 2. (a) Normal scene; (b) abnormal scene
    Fig. 5. Experimental scene 2. (a) Normal scene; (b) abnormal scene
    Experimental scene 3. (a) Normal scene; (b) abnormal scene
    Fig. 6. Experimental scene 3. (a) Normal scene; (b) abnormal scene
    AlgorithmTruevalueDetection
    abnormlnormal
    HOFabnorml721117
    normal1506325
    DTabnorml73999
    normal906385
    EMabnorml635203
    normal2106265
    Ouralgorithmabnorml76672
    normal1216354
    Table 1. Abnormal event detection experiment resultuint: frame
    AlgorithmAccuracyAccuracyrateRecallrateSpecificityF1score
    HOF96.382.886.097.784.4
    DT97.489.188.298.688.7
    EM94.475.175.896.875.5
    Our97.486.491.498.188.8
    Table 2. Performance comparison of abnormal event detection algorithmsunit: %
    Wentao Li, han Fu, Zhen Hao, Yan Ten, Lin Yan, Peiran Zhao, Xuewu Zhang. Detection Algorithm of Crowd Abnormal Event Based on Girvan-Newman Splitting[J]. Laser & Optoelectronics Progress, 2020, 57(6): 061506
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