Method | Evaluating Indicator | Condition1 | Condition2 | Condition3 | Condition4 | ||||||||
Injury Types | Injury Types | Injury Types | Injury Types | ||||||||||
Corrugation | Fish scaly injury | Stripping off blocks | Corrugation | Fish scaly injury | Stripping off blocks | Corrugation | Fish scaly injury | Stripping off blocks | Corrugation | Fish scaly injury | Stripping off blocks | ||
Regular- CNN | MAE | 9.32 | 10.9 | 10.26 | 10.3 | 11.8 | 11.28 | 9.56 | 10.58 | 10.45 | 10.69 | 11.45 | 10.56 |
RMSE | 11.2 | 13.01 | 11.36 | 12.0 | 14.13 | 12.38 | 11.36 | 13.12 | 12.38 | 11.03 | 14.13 | 12.38 | |
Score | 0.80 | 0.78 | 0.77 | 0.79 | 0.77 | 0.76 | 0.79 | 0.77 | 0.76 | 0.79 | 0.77 | 0.76 | |
Regular- SNN | MAE | 5.41 | 8.62 | 8.18 | 6.8 | 8.07 | 10.16 | 7.71 | 5.82 | 11.06 | 8.35 | 6.27 | 15.93 |
RMSE | 6.9 | 11.35 | 11.5 | 8.51 | 11.51 | 12.82 | 9.77 | 7.96 | 15.21 | 10.99 | 8.69 | 20.83 | |
Score | 0.9 | 0.86 | 0.84 | 0.88 | 0.87 | 0.8 | 0.83 | 0.83 | 0.77 | 0.86 | 0.85 | 0.73 | |
TCN-SA [25] | MAE | 4.56 | 6.23 | 5.68 | 5.98 | 6.67 | 7.12 | 5.02 | 6.13 | 7.03 | 4.51 | 5.02 | 10.89 |
RMSE | 5.66 | 6.9 | 7.22 | 7.12 | 8.6 | 7.89 | 6.85 | 8.64 | 8.5 | 6.29 | 7.01 | 13.65 | |
Score | 0.92 | 0.89 | 0.88 | 0.9 | 0.86 | 0.88 | 0.91 | 0.85 | 0.86 | 0.9 | 0.88 | 0.79 | |
Proposed method | MAE | 2.05 | 3.26 | 9.19 | 2.72 | 2.03 | 3.05 | 2.36 | 1.95 | 2.16 | 3.21 | 1.51 | 4.52 |
RMSE | 2.76 | 4.43 | 16.89 | 3.43 | 2.83 | 3.87 | 3.05 | 2.45 | 2.67 | 4.31 | 1.95 | 5.61 | |
Score | 0.96 | 0.93 | 0.89 | 0.95 | 0.97 | 0.93 | 0.95 | 0.95 | 0.96 | 0.92 | 0.96 | 0.92 |