Skip to main content

Table 4 Robustness test on different images (in NC)

From: A copyright protection scheme for digital images based on shuffled singular value decomposition and visual cryptography

Attack

Lena

Mandrill

Building

Aptus

Goldhill

Zelda

Airplane

Barbara

Tiffany

Girl

Brain

JPEG Co-mpression

           

Q = 40

97.99

98.58

98.36

97.97

99.34

98.63

97.90

98.24

98.26

98.58

98.73

Q = 50

98.04

98.60

98.77

97.90

99.46

98.70

97.97

98.80

98.43

98.63

98.90

Q = 60

98.24

99.02

98.92

98.55

99.24

98.99

98.33

98.73

98.38

98.80

99.07

Q = 70

98.73

99.36

99.09

98.95

99.48

99.09

98.87

98.95

98.65

98.90

99.12

Q = 80

98.97

99.48

99.26

99.09

99.68

99.38

98.99

99.34

99.02

98.95

99.53

Q = 90

99.31

99.87

99.63

99.63

99.73

99.41

99.34

99.60

99.38

99.43

99.63

Rotation

           

A = 1°

93.82

93.75

94.36

92.50

98.26

96.28

93.31

95.45

92.43

92.55

96.46

A = 2°

93.92

93.62

93.23

90.84

97.87

96.31

93.33

95.50

92.40

92.77

96.43

A = 3°

95.92

95.33

95.58

93.85

98.21

97.80

95.80

96.24

95.67

96.92

96.41

A = 4°

95.80

95.45

95.72

93.55

97.99

97.70

95.77

96.24

95.67

96.99

96.89

A = 5°

95.89

95.50

95.62

93.75

97.97

97.66

95.87

96.02

95.77

97.02

96.85

\( A = 6^{0} \)

96.04

95.45

95.50

93.65

98.26

97.65

95.87

96.31

95.55

97.07

96.45

Median filter

           

ws = 2 × 2

96.11

95.89

95.97

93.72

98.31

98.02

96.36

95.99

96.48

96.43

96.58

ws = 3 × 3

97.90

96.60

97.77

95.89

99.12

98.87

98.73

97.11

97.43

99.14

98.09

ws = 4 × 4

95.62

94.72

95.23

91.72

98.07

97.58

95.89

95.33

95.31

96.14

96.09

ws = 5 × 5

96.06

94.11

95.23

91.35

98.51

98.07

97.24

95.23

96.31

98.02

96.14

ws = 6 × 6

94.72

93.23

93.62

88.91

97.70

97.16

95.14

94.70

94.84

95.60

95.96

ws = 7 × 7

94.84

92.84

93.89

88.96

98.07

97.48

95.77

94.92

95.62

97.14

94.79

Cropping

           

%C = 10

86.10

93.03

88.84

89.72

93.79

82.95

80.85

89.86

85.98

79.17

93.77

%C = 20

82.61

89.52

83.76

84.44

89.69

79.68

73.33

83.32

79.10

72.63

87.79

%C = 30

81.56

88.20

79.80

80.15

85.72

77.97

71.48

77.09

77.07

70.77

85.62

%C = 40

78.97

80.17

74.68

78.24

80.54

76.09

71.92

72.46

77.26

70.16

81.32

%C = 50

76.09

77.97

72.36

76.24

76.39

75.46

72.11

71.24

73.48

69.67

78.19

%C = 60

73.33

73.99

69.14

75.46

72.80

74.21

72.85

69.50

74.90

69.67

75.48

Scaling

           

F = 2 × 2

97.85

96.89

97.80

95.99

99.09

98.99

98.41

97.46

97.92

99.16

98.07

F = 3 × 3

96.16

94.60

95.12

91.82

98.19

98.04

96.67

96.04

96.67

97.63

98.31

F = 4 × 4

94.89

93.43

93.79

89.99

97.58

97.14

95.28

95.45

95.89

96.43

95.14

F = 5 × 5

94.16

92.50

93.28

88.74

97.11

97.04

94.14

94.97

95.04

95.92

93.84

F = 6 × 6

93.55

91.99

92.18

87.35

96.58

96.63

93.28

94.60

94.75

95.28

93.26

F = 7 × 7

92.91

91.87

91.11

86.71

96.14

96.28

92.79

94.21

94.33

95.14

92.57

Impulse Noise

           

R = .05

97.72

96.41

97.75

95.55

99.09

98.75

98.51

96.53

97.38

99.07

97.80

R = .10

97.41

96.04

97.60

95.84

98.77

98.92

98.16

96.43

97.14

99.02

97.82

R = .15

97.07

95.89

96.85

94.45

98.87

98.33

97.65

96.38

96.77

98.19

97.16

R = .20

96.43

95.21

96.04

93.67

97.99

97.77

96.82

95.31

95.65

97.14

97.11

R = .25

95.43

94.36

95.23

92.26

98.07

96.75

95.89

94.87

94.84

95.99

96.24

R = .30

93.89

93.96

93.82

91.72

97.11

95.87

94.01

94.01

92.89

93.89

95.48

Blurring

           

ζ = 0.1

100

100

100

100

100

100

100

100

100

100

100

ζ = 0.2

100

100

100

100

100

100

100

100

100

100

100

ζ = 0.3

100

100

99.97

99.97

100

100

100

99.95

99.97

100

99.92

ζ = 0.4

99.56

99.53

99.65

99.43

99.82

99.82

99.78

99.65

99.87

99.92

99.65

ζ = 0.5

99.29

98.87

99.16

98.60

99.58

99.48

99.34

99.02

99.48

99.63

99.26

ζ = 0.6

98.85

98.21

98.70

97.68

99.41

99.38

99.09

98.41

99.36

99.36

98.73

Gaussian noise

           

V = .01

93.18

95.16

94.77

91.16

97.55

95.77

92.67

95.04

91.94

91.94

96.26

V = .02

91.18

93.89

93.21

89.37

96.82

93.56

90.94

93.75

89.33

88.96

95.31

V = .03

89.81

93.45

91.91

86.93

95.99

92.18

88.59

92.30

87.13

87.40

94.77

V = .04

88.47

92.40

91.82

86.79

95.45

91.11

87.54

91.91

86.27

87.40

93.67

V = .05

87.40

91.89

90.50

86.54

94.75

90.25

86.91

91.77

84.57

85.83

93.01

V = .06

87.08

90.79

90.01

85.67

93.87

89.96

86.32

91.13

84.49

84.93

92.67

V = .07

85.67

91.47

88.74

84.27

93.89

88.84

85.32

90.06

83.05

82.73

91.50

V = .08

85.13

90.33

87.91

84.54

93.96

87.45

84.27

90.11

82.91

82.15

91.33

V = .09

84.93

90.08

87.15

82.44

93.35

87.62

84.03

89.64

80.90

82.27

91.67

V = .10

84.30

89.47

86.86

81.86

92.72

87.81

84.15

89.16

81.20

82.22

90.99

Sharpening

           

α = .1

92.08

92.33

92.79

91.33

96.58

95.70

93.57

92.48

93.11

95.48

94.79

α = .2

92.28

92.40

93.04

91.62

96.53

95.72

93.70

92.74

93.11

95.41

94.72

α = .3

92.28

92.60

93.23

91.74

96.65

95.80

93.87

92.94

93.13

95.48

94.77

α = .4

92.40

92.79

93.21

91.79

96.60

95.70

93.94

93.13

93.16

95.53

94.94

α = .5

92.40

92.96

93.28

91.89

96.67

95.70

93.92

93.26

93.23

95.55

95.04

α = .6

92.40

92.99

93.31

92.08

96.72

95.80

93.92

93.40

93.31

95.65

95.09

α = .7

92.45

93.13

93.35

92.21

96.75

95.75

94.04

93.60

93.45

95.60

95.11

α = .8

92.48

93.21

93.38

92.16

96.67

95.82

94.09

93.65

93.43

95.65

95.09

α = .9

92.57

93.21

93.45

92.23

96.70

95.80

94.14

93.65

93.57

95.67

95.14

α = 1

92.67

93.33

93.55

92.26

96.75

95.77

94.16

93.65

93.53

95.70

95.10

Gamma correction

           

G = .6

97.60

96.80

97.24

97.46

97.29

95.99

99.16

97.02

99.12

98.75

93.33

G = .7

98.29

97.68

97.92

98.02

98.09

97.21

99.31

98.02

99.24

99.04

97.48

G = .8

98.87

98.36

98.51

98.75

98.75

98.02

99.48

98.65

99.53

99.19

98.36

G = .9

99.41

99.21

99.36

99.56

99.48

98.99

99.75

99.38

99.68

99.60

99.24

G = 1

100

100

100

100

100

100

100

100

100

100

100

G = 1.1

99.07

99.31

99.21

99.41

99.43

98.99

99.68

99.36

99.78

99.63

99.29

G = 1.2

98.46

98.73

98.63

98.87

98.87

98.02

99.60

98.85

99.73

99.56

98.75

G = 1.3

98.02

97.97

97.99

98.29

98.43

97.38

99.31

97.94

99.43

99.34

98.09

G = 1.4

97.33

97.41

97.53

97.92

98.09

96.65

99.21

97.50

99.16

99.12

97.43

G = 1.5

96.94

96.99

96.89

97.11

97.87

96.02

98.82

96.94

98.92

99.07

96.87