TABLE V. Diagnosis Performance on Our Seven Tasks (%).

Task	Model	ACC	SEN	SPE	F-score	BAC
Task 1	3-D-CNN	92.40	96.20	88.60	92.68	92.40
	3-D-VGG	92.40	100	84.81	92.94	92.40
	3-D-ResNet	87.97	94.93	81.01	88.75	87.75
	Multitask 3-D-GCNN	94.30	100	88.61	94.61	94.30
Task 2	3-D-CNN	88.04	82.44	93.65	87.33	88.04
	3-D-VGG	88.78	85.36	92.19	88.38	88.78
	3-D-ResNet	86.82	76.58	97.07	85.32	96.82
	Multitask 3-D-GCNN	92.19	89.75	94.63	92.00	92.19
Task 3	3-D-CNN	93.46	90.76	96.15	93.28	93.46
	3-D-VGG	93.07	87.69	96.42	92.68	93.07
	3-D-ResNet	93.84	89.23	98.46	93.54	93.84
	Multitask 3-D-GCNN	94.23	90.76	97.69	94.02	94.23
Task 4	3-D-CNN	72.11	92.30	51.92	76.80	72.11
	3-D-VGG	67.30	90.76	43.26	73.64	67.30
	3-D-ResNet	68.26	91.34	45.19	74.21	68.26
	Multitask 3-D-GCNN	78.36	86.53	70.19	80	78.36
Task 5	3-D-CNN	85.11	87.64	82.58	85.47	85.11
	3-D-VGG	84.83	79.77	89.88	84.02	84.83
	3-D-ResNet	83.98	80.89	87.07	83.47	83.98
	Multitask 3-D-GCNN	88.48	82.58	94.38	87.76	88.48
Task 6	3-D-CNN	82.13	65.22	99.04	78.49	82.13
	3-D-VGG	83.57	68.34	98.80	80.62	83.57
	3-D-ResNet	80.93	62.58	99.28	76.65	80.93
	Multitask 3-D-GCNN	91.48	83.69	99.28	90.76	91.48
Task 7	3-D-CNN	95.40	91.34	99.46	95.20	95.39
	3-D-VGG	91	82.00	100	90.10	91
	3-D-ResNet	94.45	88.90	100	94.12	94.44
	Multitask 3-D-GCNN	96.16	92.60	99.73	96.02	96.16