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Table 2 Performance evaluation of image quality measures using the LIVE database

From: Automatic no-reference image quality assessment

Dataset

JPEG2k

JPEG

WGN

GB

FF

Correlation coefficient

 PSNR

0.85

0.87

0.92

0.74

0.85

 SSIM

0.94

0.94

0.98

0.90

0.95

 Ref. (Sheikh et al. 2005)

0.92

0.38

0.93

0.76

0.71

 Ref. (Lu et al. 2010)

0.84

0.58

0.95

0.85

0.84

 BIQI (Moorthy and Bovik 2010)

0.80

0.90

0.95

0.82

0.73

 BIQA (Xue et al. 2014)

0.87

0.94

0.95

0.89

0.85

 Proposed method

0.88

0.90

0.95

0.90

0.85

Rank order correlation coefficient

 PSNR

0.85

0.87

0.93

0.72

0.85

 SSIM

0.93

0.94

0.96

0.90

0.94

 Ref. (Sheikh et al. 2005)

0.90

0.27

0.91

0.70

0.71

 Ref. (Lu et al. 2010)

0.82

0.57

0.63

0.85

0.82

 BIQI (Moorthy and Bovik 2010)

0.79

0.89

0.95

0.84

0.70

 BIQA (Xue et al. 2014)

0.93

0.95

0.98

0.94

0.90

 Proposed method

0.94

0.90

0.97

0.97

0.91

Root mean square

 PSNR

12.8

14.8

10.7

12.2

14.5

 SSIM

8.6

10.1

5.2

8.0

8.5

 Ref. (Sheikh et al. 2005)

10.3

30.2

10.7

13.0

19.3

 Ref. (Lu et al. 2010)

8.7

24.4

9.62

8.4

14.8

 BIQI (Moorthy and Bovik 2010)

14.9

13.8

8.4

10.3

19.3

 BIQA (Xue et al. 2014)

9.7

10.0

4.9

9.0

10.0

 Proposed method

9.4

11.5

5.1

8.7

10.5