1D CNN-Based Intracranial Aneurysms Detection in 3D TOF-MRA

Table 6

Detection results of Model 1 under different samples.

Data	TR	VAL	TE	Model	Performance (%)			GPU		CPU (min)
					ACC	PRE	SEN	Ratio (%)	Time (s)
	245	35	70	1D	88.57	90.63	85.29	19	0.13	0.45
				2D	84.28	82.35	84.85	48	0.16	3.76
	735	105	210	1D	90.00	90.09	89.22	23	0.26	1.36
				2D	87.62	85.85	89.22	54	0.34	11.00
	1225	175	350	1D	90.28	88.64	91.76	24	0.40	2.26
				2D	89.71	88.95	90.00	56	0.51	16.44
	2450	350	700	1D	93.86	93.55	93.82	26	0.70	4.50
				2D	93.57	92.75	94.12	58	0.78	32.86
	4900	700	1400	1D	94.64	96.04	92.79	27	1.21	8.95
				2D	93.93	93.94	93.53	60	1.76	66.70
	7350	1050	2100	1D	94.90	95.97	93.43	27	1.83	13.43
				2D	94.62	94.95	93.92	61	2.61	102.50
	9800	1400	2800	1D	95.21	96.87	93.16	27	2.12	17.86
				2D	94.85	95.57	96.51	62	3.44	136.79