Table 13 Performance evaluation of the proposed MCAM model in three randomized experiments on the testing dataset. The best-achieved values are in bold, while the second-highest values are underlined. The top values are individually highlighted in bold and underlined for normal and abnormal categories. (\(\bullet\) indicates the used channels) [Values in %].
Channel | Class | 1st Experiment | 2nd Experiment | 3rd Experiment | Avg.Acc | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
MGIC | SIC | MSIC | Â | Sens | Spec | F1 | Sens | Spec | F1 | Sens | Spec | F1 | Â |
\(\bullet\) | Â | Â | N | 98.96 | 98.14 | 98.36 | 98.24 | 98.57 | 98.69 | 99.70 | 98.67 | 98.78 | Â |
 |  |  | A | 98.52 | 98.27 | 98.11 | 98.67 | 98.42 | 98.57 | 98.94 | 98.24 | 98.77 | 98.70 Âħ 0.27 |
 | \(\bullet\) |  | N | 98.12 | 98.51 | 98.35 | 98.34 | 98.62 | 98.47 | 98.62 | 98.15 | 98.12 |  |
 |  |  | A | 98.42 | 98.61 | 98.39 | 98.27 | 98.34 | 98.09 | 98.57 | 98.36 | 98.09 | 98.22 Âħ 0.09 |
 |  | \(\bullet\) | N | 98.32 | 98.21 | 98.47 | 98.42 | 98.57 | 98.31 | 98.25 | 98.47 | 98.51 |  |
 |  |  | A | 98.22 | 98.34 | 98.27 | 98.48 | 98.25 | 98.31 | 98.44 | 98.15 | 98.25 | 98.41 Âħ 0.31 |
\(\bullet\) | \(\bullet\) | Â | N | 99.21 | 99.67 | 99.78 | 99.08 | 99.67 | 99.67 | 98.54 | 99.68 | 98.54 | Â |
 |  |  | A | 99.08 | 99.27 | 99.67 | 98.92 | 99.15 | 99.08 | 98.52 | 99.08 | 98.67 | 98.72 Âħ 0.27 |
\(\bullet\) | Â | \(\bullet\) | N | 99.42 | 99.58 | 99.39 | 98.78 | 99.02 | 98.72 | 99.25 | 99.68 | 98.76 | Â |
 |  |  | A | 99.75 | 99.28 | 99.63 | 98.80 | 99.08 | 98.72 | 98.79 | 99.09 | 98.90 | 99.80 Âħ 0.40 |
 | \(\bullet\) | \(\bullet\) | N | 98.68 | 98.32 | 98.57 | 98.78 | 98.24 | 98.35 | 98.92 | 98.47 | 98.05 |  |
 |  |  | A | 98.54 | 98.25 | 98.47 | 98.62 | 98.34 | 98.67 | 98.91 | 98.15 | 98.15 | 98.60 Âħ 0.22 |
\(\bullet\) | \(\bullet\) | \(\bullet\) | N | 99.70 | 99.48 | 99.58 | 98.32 | 98.69 | 98.67 | 99.72 | 99.47 | 99.07 | Â |
 |  |  | A | 99.72 | 99.29 | 99.50 | 98.21 | 98.72 | 98.47 | 98.92 | 99.52 | 99.18 | 98.89 Âħ 0.26 |