Table 4.

Classification results of GAN/WGAN frameworks for the sampling rate reconstruction of the same sensitivity signals in AO dataset.

Subjects	Original data (a)	Spline data (b)	GAN up-sampling (c)	WGAN up-sampling (d)
AO-1	62.83	58.72	64.51	69.52
AO-2	53.12	51.67	52.83	55.61
AO-3	70.31	68.92	73.96	72.66
AO-4	75.26	71.78	73.96	80.99
AO-5	59.12	58.27	61.28	64.22
AO-6	74.22	70.30	73.96	76.82
AO-7	55.43	54.28	60.72	59.83
AO-8	58.27	55.42	59.82	59.73
AO-9	77.08	76.07	83.85	84.37
AO-10	68.49	68.78	75.26	70.57
AO-11	79.17	74.64	87.76	89.85
AO-12	73.44	66.15	66.67	75.53
AO-13	55.83	59.42	61.42	63.49
AO-14	61.82	55.23	63.83	65.72
AO-15	55.49	53.82	56.29	58.73
AO-16	62.42	57.59	63.86	65.82
AO-17	64.58	57.81	58.59	67.44
AO-18	53.28	53.28	55.87	57.89
AO-19	52.82	51.87	55.89	57.63
AO-20	63.83	62.57	68.59	67.83
AO-21	70.31	61.98	61.98	72.91
AO-22	57.55	55.73	57.29	59.37
AO-23	61.83	58.89	63.82	63.58
AO-24	59.27	58.73	62.82	63.93
AVG	63.57	60.91	65.41	67.67
T-test	–	a vs. b	c vs. a	d vs. a
p-value	–	**p <0.01	*p <0.05	**p <0.01

The bold text is the best performance.