Pedestrian Behavior Recognition Based on Improved Dual-stream Network with Differential Feature in Surveillance Video

Table 3

Performance analysis of different comparison models

Categories	IDT			C3D			SCNN-3G			L-LSTM			Ts-3D			OFGF			Our
	Pr	Mr	Rr	Pr	Mr	Rr	Pr	Mr	Rr	Pr	Mr	Rr	Pr	Mr	Rr	Pr	Mr	Rr	Pr	Mr	Rr
Walk	65	28	71	67	22	73	69	24	73	75	20	78	77	28	75	80	17	81	79	11	81
Stand	73	21	76	77	20	78	77	20	75	83	20	88	85	21	76	85	17	86	86	21	87
Climb	51	37	62	54	32	64	62	35	67	67	26	68	72	37	62	77	25	82	79	17	82
Jog	67	29	71	69	24	76	71	24	71	68	29	77	72	29	71	77	20	79	87	9	91
Jump	61	33	66	62	32	69	68	35	68	61	33	75	73	33	66	73	23	78	72	17	81
Punch	42	51	45	42	41	44	47	52	49	52	41	59	61	51	65	62	31	65	68	23	70
Lying	57	37	61	58	32	67	60	34	66	57	37	68	71	31	68	67	23	70	68	17	71
Wave 1	66	32	66	69	30	69	69	31	69	66	32	77	73	24	76	76	12	81	83	12	86
Wave 2	69	29	70	71	31	72	72	24	77	69	29	88	79	29	80	82	18	87	89	9	89
Crouch	42	30	42	44	35	46	45	24	47	42	30	59	54	21	51	61	23	62	69	27	72
Sitting	71	25	79	74	29	81	73	29	80	72	25	82	79	20	82	81	16	89	83	15	88
Handclap	38	34	39	39	35	43	39	31	34	38	34	51	46	24	59	68	23	69	73	24	77
Push	42	47	45	45	48	47	43	43	48	42	47	58	67	31	65	72	24	75	72	17	80
Fight	54	36	58	59	31	59	57	32	59	54	36	68	68	30	68	64	16	78	81	14	81
Handshake	63	30	68	66	32	71	67	27	71	63	30	77	72	21	78	76	20	88	77	23	82
Hug	68	27	70	67	28	73	62	29	75	77	29	75	75	27	79	79	26	80	82	15	86
Mixed	58	32	61	60	31	64	61	30	64	61	31	71	70	28	70	73	19	78	78	16	81