A New Method of Pedestrian Abnormal Behavior Detection Based on Attention Guidance

Table 4

Comparative experiments of the attention-directed abnormal behavior detection model (EER%).

Method	Model	Ped1	Ped2	Avenue
—	Unmasking [28]	31.2	—	—
	Level set method [29]	25.8	14.0	—
	Two-stream R-ConvVAE [30]	32.4	15.5	27.5
	Two stream with OFF [24]	—	—	22.9
Reconstruction	CAE [31]	43.1	24.5	27.0
	AE_mem_recon [13]	37.6	18.7	27.4
	Att_AE_recon	37.0	17.2	24.6
Prediction	SRNN [32]	—	—	24.7
	GAN_pred [33]	24.0	15.6	22.5
	AE_mem_pred [13]	26.9	15.0	23.3
	ST-3DCAE [34]	25.1	21.8	24.9
	sRNN-AE [35]	-	14.9	23.2
	Two stream 3DAE [9]	27.2	15.5	24.8
	Memory_att [17]	—	—	21.6
	PST [36]	—	—	20.8
	Att_AE_pred	23.9	13.7	19.5