Table 3 Detection outcome of the ESHCS-DLJSO model under distinct epochs.
Class labels | \(\:{A}{c}{c}{{u}}_{{y}}\) | \(\:{P}{r}{e}{{c}}_{{n}}\) | \(\:{R}{e}{c}{{a}}_{{l}}\) | \(\:{{F}1}_{{s}{c}{o}{r}{e}}\) | \(\:{M}{C}{C}\) |
|---|---|---|---|---|---|
Epoch—500 | |||||
Class 0 | 99.02 | 98.06 | 99.03 | 98.54 | 97.81 |
Class 1 | 99.24 | 99.22 | 98.50 | 98.86 | 98.30 |
Class 2 | 99.00 | 98.63 | 98.37 | 98.50 | 97.75 |
Average | 99.09 | 98.64 | 98.63 | 98.63 | 97.95 |
Epoch—1000 | |||||
Class 0 | 98.74 | 97.69 | 98.56 | 98.12 | 97.18 |
Class 1 | 99.25 | 98.97 | 98.77 | 98.87 | 98.30 |
Class 2 | 98.65 | 98.31 | 97.63 | 97.97 | 96.96 |
Average | 98.88 | 98.32 | 98.32 | 98.32 | 97.48 |
Epoch—1500 | |||||
Class 0 | 98.92 | 98.08 | 98.68 | 98.38 | 97.57 |
Class 1 | 99.27 | 99.04 | 98.78 | 98.91 | 98.36 |
Class 2 | 98.82 | 98.40 | 98.06 | 98.23 | 97.35 |
Average | 99.00 | 98.51 | 98.51 | 98.51 | 97.76 |
Epoch—2000 | |||||
Class 0 | 99.01 | 98.07 | 98.98 | 98.52 | 97.78 |
Class 1 | 99.30 | 99.12 | 98.79 | 98.95 | 98.43 |
Class 2 | 98.93 | 98.69 | 98.10 | 98.40 | 97.60 |
Average | 99.08 | 98.63 | 98.62 | 98.62 | 97.94 |
Epoch—2500 | |||||
Class 0 | 99.34 | 98.93 | 99.09 | 99.01 | 98.52 |
Class 1 | 99.55 | 99.34 | 99.32 | 99.33 | 98.99 |
Class 2 | 99.39 | 99.16 | 99.02 | 99.09 | 98.63 |
Average | 99.43 | 99.14 | 99.14 | 99.14 | 98.72 |
Epoch—3000 | |||||
Class 0 | 98.93 | 97.97 | 98.85 | 98.41 | 97.61 |
Class 1 | 99.24 | 98.93 | 98.78 | 98.85 | 98.28 |
Class 2 | 98.83 | 98.61 | 97.87 | 98.24 | 97.36 |
Average | 99.00 | 98.50 | 98.50 | 98.50 | 97.75 |
