Skip to main content
. 2020 Apr 30;14:15. doi: 10.3389/fninf.2020.00015

Table 9.

Classification results for the sensitivity rate reconstruction of MI dataset by the different sensitivity signals' GAN/WGAN frameworks.

Subjects Original data (a) AO-WGAN (b) AO-GAN (c) GAL-WGAN (d) GAL-GAN (e)
MI dataset reconstructed by the gal and ao
GAN/wgan models
MI-1 60.59 61.63 59.90 58.33 67.53
MI-2 70.31 71.70 69.10 75.00 73.26
MI-3 53.47 58.16 54.17 53.99 55.03
MI-4 59.38 68.58 68.58 64.41 66.67
MI-5 72.22 68.92 76.22 73.09 66.67
MI-6 67.36 70.49 70.49 69.62 68.75
MI-7 56.25 58.68 73.44 58.85 60.07
MI-8 57.81 54.34 54.51 63.54 56.60
MI-9 60.42 57.12 57.99 56.08 55.90
AVG 61.98 63.29 64.93 63.66 63.39
T-test b vs. a c vs. a d vs. a e vs. a
p-value p = 0.380 p = 0.215 p = 0.175 p = 0.215

The bold text is the best performance.