Table 7.
Classification results for the sensitivity rate reconstruction of AO dataset by the different sensitivity signals' GAN/WGAN frameworks.
Subjects | Original data (a) | GAL-WGAN (b) | GAL-GAN (c) | MI-WGAN (d) | MI-GAN (e) |
---|---|---|---|---|---|
AO dataset reconstructed by the gal and mi models | |||||
AO-1 | 62.83 | 64.81 | 64.57 | 60.73 | 61.82 |
AO-2 | 53.12 | 55.82 | 56.18 | 53.27 | 52.63 |
AO-3 | 70.31 | 72.13 | 73.18 | 69.53 | 70.83 |
AO-4 | 75.26 | 73.44 | 75.78 | 67.71 | 69.53 |
AO-5 | 59.12 | 61.73 | 62.16 | 58.83 | 56.76 |
AO-6 | 74.22 | 76.56 | 77.87 | 76.82 | 75.26 |
AO-7 | 55.43 | 57.61 | 56.89 | 55.43 | 54.68 |
AO-8 | 58.27 | 59.46 | 58.83 | 56.27 | 56.29 |
AO-9 | 77.08 | 76.56 | 77.34 | 72.14 | 73.44 |
AO-10 | 68.49 | 72.66 | 70.57 | 75.26 | 71.09 |
AO-11 | 79.17 | 83.07 | 83.85 | 78.91 | 81.51 |
AO-12 | 73.44 | 71.62 | 72.57 | 70.57 | 66.93 |
AO-13 | 55.83 | 56.73 | 56.94 | 54.87 | 55.16 |
AO-14 | 61.82 | 62.73 | 63.81 | 60.57 | 60.81 |
AO-15 | 55.49 | 56.81 | 56.43 | 55.36 | 55.61 |
AO-16 | 62.42 | 63.55 | 64.31 | 61.28 | 61.37 |
AO-17 | 64.58 | 61.72 | 60.03 | 55.47 | 56.25 |
AO-18 | 53.28 | 53.89 | 53.61 | 52.13 | 52.28 |
AO-19 | 52.82 | 53.61 | 54.18 | 52.36 | 53.17 |
AO-20 | 63.83 | 64.81 | 63.76 | 62.67 | 62.89 |
AO-21 | 68.72 | 63.59 | 62.18 | 57.62 | 58.73 |
AO-22 | 57.55 | 59.11 | 59.55 | 60.42 | 61.46 |
AO-23 | 61.83 | 62.81 | 63.75 | 62.19 | 61.68 |
AO-24 | 59.27 | 60.73 | 60.81 | 59.36 | 59.81 |
AVG | 63.51 | 64.40 | 64.55 | 62.07 | 62.08 |
T-test | – | b vs. a | c vs. a | d vs. a | e vs. a |
p-value | – | *p <0.05 | *p <0.05 | p = 0.0738 | *p <0.05 |
The bold text is the best performance.