Table 2 Classification results of different feature components DMCE-Net with VGG on the AHE Dataset
Category | DMCE-Net | Intra-layer encoding stream | Intra-layer sign encoding stream | Intra-layer magnitude encoding stream | Inter-layer encoding stream | Inter-layer sign encoding stream | Inter-layer magnitude encoding stream |
|---|---|---|---|---|---|---|---|
1 | 96.63 ± 0.013 | 96.46 ± 0.013 | 94.72 ± 0.017 | 96.05 ± 0.015 | 95.92 ± 0.014 | 94.53 ± 0.015 | 95.68 ± 0.013 |
2 | 87.47 ± 0.032 | 86.33 ± 0.036 | 82.14 ± 0.042 | 82.88 ± 0.037 | 83.84 ± 0.038 | 77.14 ± 0.039 | 83.41 ± 0.040 |
3 | 90.45 ± 0.018 | 90.92 ± 0.019 | 87.58 ± 0.022 | 87.69 ± 0.025 | 84.88 ± 0.020 | 79.62 ± 0.027 | 83.18 ± 0.021 |
4 | 96.04 ± 0.009 | 96.22 ± 0.008 | 93.57 ± 0.012 | 94.91 ± 0.011 | 93.65 ± 0.013 | 90.87 ± 0.014 | 93.34 ± 0.013 |
5 | 97.82 ± 0.013 | 98.07 ± 0.011 | 98.15 ± 0.013 | 97.82 ± 0.013 | 97.14 ± 0.015 | 95.48 ± 0.019 | 97.37 ± 0.014 |
6 | 96.77 ± 0.016 | 96.80 ± 0.014 | 95.45 ± 0.014 | 95.49 ± 0.014 | 92.92 ± 0.016 | 91.66 ± 0.021 | 92.20 ± 0.019 |
7 | 83.75 ± 0.046 | 82.30 ± 0.043 | 77.68 ± 0.050 | 77.16 ± 0.044 | 78.27 ± 0.045 | 70.35 ± 0.048 | 77.63 ± 0.038 |
8 | 97.10 ± 0.010 | 97.15 ± 0.010 | 95.62 ± 0.012 | 96.18 ± 0.012 | 95.63 ± 0.012 | 93.54 ± 0.014 | 95.42 ± 0.012 |
9 | 89.34 ± 0.045 | 88.39 ± 0.044 | 86.62 ± 0.045 | 85.41 ± 0.049 | 85.93 ± 0.047 | 81.67 ± 0.058 | 85.84 ± 0.048 |
10 | 98.69 ± 0.008 | 98.43 ± 0.009 | 97.80 ± 0.009 | 97.86 ± 0.011 | 98.25 ± 0.007 | 97.50 ± 0.009 | 98.41 ± 0.008 |
11 | 96.85 ± 0.013 | 96.19 ± 0.014 | 94.79 ± 0.016 | 95.68 ± 0.015 | 95.51 ± 0.013 | 94.39 ± 0.015 | 95.12 ± 0.016 |
Total | 95.27 ± 0.004 | 95.05 ± 0.004 | 93.02 ± 0.005 | 93.53 ± 0.006 | 92.93 ± 0.005 | 90.08 ± 0.006 | 92.30 ± 0.006 |
