A New Semantic and Statistical Distance-Based Anomaly Detection in Crowd Video Surveillance

Table 4

Comparison of EER performance for the UCSD Ped2 dataset at the frame level.

Method	SF [5]	MPPCA [43]	MDT [40]	Conv-AE [44]	AVID [19]	Deep anomaly [18]	Deep cascade [16]	ALOCC [17]	ST-AE [45]	Proposed approach
EER	42	36.0	24.0	21.7	14.	13.5	9.	13	12.0	6.1
AUC	63	71	85	90	—	—	—	—	87.4	97.3