Table 3.
CNNs Architectures | ResNet | Inception | WaveNet | Simple CNN | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
References | [86,87,88,89,90] | [96,97] | [84,91] | [42,92,93,94,95] | ||||||||
States number | 2 | 3 | 4 | 2 | 3 | 4 | 2 | 3 | 4 | 2 | 3 | 4 |
Complexity | 0 | 0 | 0.33 | 0 | 0 | 0.33 | 0 | 0 | 0.33 | 1 | 1 | 1 |
Performance | 1 | 1 | 0.66 | 0 | 0.33 | 0.5 | 1 | 0.5 | 0.66 | 1 | 1 | 1 |
Time-consumption | 0 | 0.5 | 0.66 | 0 | 0.5 | 0.66 | 1 | 0.5 | 0.66 | 1 | 0.5 | 0.66 |
1D-dimension | 1 | 1 | 0.66 | 0 | 0.5 | 0.66 | 1 | 1 | 1 | 1 | 1 | 1 |
Total | 2 | 2.5 | 2.31 | 0 | 1.33 | 2.15 | 3 | 2 | 2.65 | 4 | 3.5 | 3.66 |