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