基于多尺度外观运动融合的视频异常检测

赵明华,吕雨萱,吕佳豪,陈逸飞,石程,胡静

Video anomaly detection based on multi-scale appearance and motion fusion

Minghua ZHAO,Yuxuan LYU,Jiahao LYU,Yifei CHEN,Cheng SHI,Jing HU

表 2 所提方法与先进方法在AUC指标上的对比

Tab.2 Comparison of proposed method and advanced methods in terms of AUC metric

类型 方法 AUC/% Ped2 Avenue SHT 重建 MemAE[1] 94.1 83.3 71.2 Astrid等[36] 94.8 84.9 72.5 GMFC-VAE[37] 92.2 83.4 — CR-AE[38] 95.6 — 73.1 MESDnet[35] 95.6 86.3 73.2 预测 Park等[9] 97.0 88.5 70.5 Liu等[8] 95.4 85.1 72.8 MPN[19] 96.9 89.5 73.8 Conv-VRNN[12] 96.1 85.8 — FSCN[13] 92.8 85.5 — AMMC-Net[11] 96.6 86.6 73.7 Li等[16] 96.5 87.1 73.6 PDM-Net[39] 97.7 88.1 74.2 GroupGAN[40] 96.6 88.1 74.2 AMAE[41] 97.4 88.2 73.6 本研究 99.1 88.5 74.5