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 | ||
Standard- encoder | MAE | 11.11 | 13.02 | 18.55 | 12.46 | 19.29 | 18.55 | 15.54 | 19.29 | 14.45 | 12.24 | 18.56 | 18.53 |
RMSE | 13.68 | 14.94 | 22.12 | 14.49 | 23.58 | 22.12 | 20.16 | 23.58 | 18.49 | 18.52 | 22.12 | 22.13 | |
Score | 0.73 | 0.72 | 0.63 | 0.72 | 0.63 | 0.63 | 0.68 | 0.63 | 0.73 | 0.70 | 0.62 | 0.63 | |
W/o- Separable | MAE | 3.26 | 4.45 | 10.69 | 6.22 | 3.19 | 6.23 | 6.67 | 3.71 | 4.51 | 4.20 | 3.37 | 7.58 |
RMSE | 4.40 | 6.10 | 15.29 | 9.03 | 3.99 | 7.78 | 11.02 | 4.80 | 5.95 | 6.67 | 4.24 | 12.49 | |
Score | 0.90 | 0.90 | 0.84 | 0.84 | 0.91 | 0.87 | 0.89 | 0.90 | 0.92 | 0.94 | 0.88 | 0.90 | |
W/o- ECA | MAE | 9.20 | 12.80 | 12.00 | 7.33 | 7.26 | 8.39 | 13.18 | 5.41 | 8.38 | 10.34 | 3.03 | 9.57 |
RMSE | 12.87 | 15.60 | 16.03 | 9.39 | 11.52 | 13.64 | 17.06 | 7.06 | 11.43 | 13.40 | 3.81 | 15.38 | |
Score | 0.75 | 0.80 | 0.78 | 0.77 | 0.80 | 0.81 | 0.62 | 0.84 | 0.79 | 0.78 | 0.90 | 0.75 | |
W/o- Pulsemaximum pooling | MAE | 9.18 | 9.56 | 9.41 | 6.44 | 10.04 | 8.28 | 8.45 | 9.75 | 3.63 | 3.90 | 9.76 | 8.31 |
RMSE | 12.70 | 12.99 | 12.83 | 12.44 | 13.26 | 10.27 | 10.67 | 12.71 | 4.64 | 5.54 | 12.71 | 11.27 | |
Score | 0.82 | 0.80 | 083 | 0.88 | 0.72 | 0.79 | 0.78 | 0.76 | 0.91 | 0.92 | 0.76 | 0.78 | |
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 |