Table 4.

Counting results of wheat seedlings in different models.

Image number	True value	IOCFormer	Relative error (%)	MCNN	Relative error (%)	CSRNet	Relative error (%)	SCAR	Relative error (%)	P2PNet	Relative error (%)	DM-count	Relative error (%)	DM_IOC_fpn	Relative error (%)
1	44	49	11.36	36	18.18	41	6.81	39	11.36	53	17.70	42	4.54	47	6.81
2	58	59	1.72	42	27.58	52	10.34	56	3.44	60	3.44	59	1.72	54	6.89
3	48	50	4.16	59	22.91	42	12.50	42	12.50	49	2.08	46	4.16	52	8.33
4	55	60	9.09	35	36.36	52	5.45	53	3.63	56	1.81	52	5.45	54	1.81
5	50	54	8.00	59	18.00	47	6.00	48	4.00	55	10.00	44	12.00	51	2.00
6	34	39	14.70	22	35.29	37	8.82	38	11.76	41	20.58	33	2.94	38	11.76
7	59	63	6.77	45	23.72	62	5.08	61	3.38	68	15.25	60	1.69	56	5.08
8	47	52	10.63	57	10.63	43	8.51	48	2.12	51	8.51	49	4.25	48	2.12
9	60	69	15.00	48	20.00	62	3.33	62	3.33	68	13.33	61	1.66	58	3.33
10	40	38	5.00	55	37.5	42	5.00	41	2.50	39	2.50	42	5.00	41	2.50
11	37	40	8.10	45	21.62	43	16.21	40	8.10	45	21.62	39	5.40	38	2.70
12	43	45	4.65	30	30.23	41	4.65	45	4.65	48	11.62	44	2.32	44	2.32
13	51	50	1.96	42	17.64	54	5.88	57	11.76	58	13.72	56	13.72	50	1.96
14	50	51	2.00	44	12.00	44	12.00	45	10.00	52	4.00	44	12.00	51	2.00
15	45	44	2.22	54	20.00	43	4.44	43	4.44	53	17.77	40	11.11	44	2.22
16	54	57	3.70	48	11.11	53	1.85	51	5.55	58	7.40	50	7.40	56	3.70