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Table 2 Statistical comparison of noise level estimation on the six representative images in Fig. 4 between different methods

From: Superpixel-based image noise variance estimation with local statistical assessment

 

JI96

Z&W09

MLS09

SVD13

Ours

σ a

σ e  ± std.

ε r (%)

σ e  ± std.

ε r (%)

σ e  ± std.

ε r (%)

σ e  ± std.

ε r (%)

σ e  ± std.

ε r (%)

1

5.15 ± 2.15

415.23

0.92 ± 0.71

58.62

1.60 ± 0.36

59.91

1.75 ± 0.92

96.18

1.22 ± 0.48

38.12

3

5.97 ± 1.86

99.03

2.16 ± 1.34

35.92

3.18 ± 0.20

6.79

3.24 ± 0.61

17.53

3.20 ± 0.27

10.26

5

7.25 ± 1.56

44.98

4.3 ± 0.88

15.81

5.08 ± 0.22

3.64

5.08 ± 0.43

6.70

4.83 ± 0.37

6.27

7

8.77 ± 1.30

25.34

6.15 ± 0.84

12.25

7.04 ± 0.36

3.84

7.01 ± 0.36

3.76

7.34 ± 1.01

8.65

10

11.28 ± 1.00

12.80

8.89 ± 0.91

11.06

9.95 ± 0.46

3.34

9.97 ± 0.30

2.11

9.72 ± 0.57

5.85

15

15.79 ± 0.69

5.26

13.52 ± 1.06

9.84

14.63 ± 0.61

4.19

15.06 ± 0.34

1.49

14.05 ± 0.53

6.33

20

20.28 ± 0.67

2.28

17.99 ± 1.28

10.04

19.34 ± 0.53

3.29

20.16 ± 0.42

1.02

17.59 ± 1.43

12.03

25

24.76 ± 0.83

3.06

22.51 ± 1.63

9.97

24.10 ± 0.67

3.88

25.27 ± 0.21

1.10

23.44 ± 1.31

6.94

\( \mathrm{Average}\kern0.5em {\overline{\boldsymbol{\varepsilon}}}_{\boldsymbol{r}} \)

76.00

 

20.44

 

11.11

 

16.24

 

11.81

  1. std. standard deviation