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sensitivity_robustness
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sensitivity_robustness
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###############################################################################
Test on noised gamma images vs GT (the
+20% noise
*****************************************************************************
A3 - Hamacher integral image.
A4 - Choquet integral image.
A2 - F1/F2 integral image.
A1 - Sugeno integral image
B1, B2, B3 - Bradley
++++ ---------------------------------------------- +++++
0
++++ ---------------------------------------------- +++++
mse : A2: 0.05 A3: 0.04 A4: 0.05
mse : B2: 0.75 B3: 0.09 B4: 0.09
SSIM : A2: 0.87 A3: 0.89 A4: 0.87
SSIM : B2: 0.0 B3: 0.79 B4: 0.79
Precis : A2: 83.33 A3: 90.48 A4: 83.33
Precis : B2: 24.69 B3: 74.07 B4: 74.07
Recall : A2: 100.0 A3: 95.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 90.91 A3: 92.68 A4: 90.91
F-score : B2: 39.6 B3: 85.11 B4: 85.11
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.61 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
1
++++ ---------------------------------------------- +++++
mse : A2: 0.02 A3: 0.08 A4: 0.14
mse : B2: 0.62 B3: 0.12 B4: 0.13
SSIM : A2: 0.96 A3: 0.84 A4: 0.76
SSIM : B2: 0.11 B3: 0.74 B4: 0.75
Precis : A2: 92.86 A3: 68.42 A4: 51.85
Precis : B2: 20.0 B3: 56.0 B4: 53.85
Recall : A2: 92.86 A3: 92.86 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 92.86 A3: 78.79 A4: 68.29
F-score : B2: 33.33 B3: 71.79 B4: 70.0
n1 : A2\B2: 3.0 A3\B3: 3.0 A4\B4: 2.0
t : A2\B2: 0.49 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
2
++++ ---------------------------------------------- +++++
mse : A2: 0.03 A3: 0.03 A4: 0.45
mse : B2: 0.69 B3: 0.06 B4: 0.47
SSIM : A2: 0.91 A3: 0.92 A4: 0.29
SSIM : B2: 0.1 B3: 0.88 B4: 0.28
Precis : A2: 100.0 A3: 86.67 A4: 30.95
Precis : B2: 22.81 B3: 76.47 B4: 30.23
Recall : A2: 84.62 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 91.67 A3: 92.86 A4: 47.27
F-score : B2: 37.14 B3: 86.67 B4: 46.43
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 2.0
t : A2\B2: 0.46 A3\B3: 0.02 A4\B4: 0.22
++++ ---------------------------------------------- +++++
3
++++ ---------------------------------------------- +++++
mse : A2: 0.02 A3: 0.02 A4: 0.0
mse : B2: 0.28 B3: 0.02 B4: 0.02
SSIM : A2: 0.96 A3: 0.96 A4: 1.0
SSIM : B2: 0.48 B3: 0.96 B4: 0.96
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 62.5 B3: 100.0 B4: 100.0
Recall : A2: 96.67 A3: 96.67 A4: 100.0
Recall : B2: 100.0 B3: 96.67 B4: 96.67
F-score : A2: 98.31 A3: 98.31 A4: 100.0
F-score : B2: 76.92 B3: 98.31 B4: 98.31
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.6 A3\B3: 0.02 A4\B4: 0.05
++++ ---------------------------------------------- +++++
4
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.28 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 0.47 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 62.5 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 76.92 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.62 A3\B3: 0.05 A4\B4: 0.01
++++ ---------------------------------------------- +++++
5
++++ ---------------------------------------------- +++++
mse : A2: 0.03 A3: 0.22 A4: 0.23
mse : B2: 0.47 B3: 0.22 B4: 0.23
SSIM : A2: 0.9 A3: 0.41 A4: 0.35
SSIM : B2: 0.16 B3: 0.39 B4: 0.35
Precis : A2: 87.5 A3: 36.36 A4: 34.78
Precis : B2: 21.05 B3: 36.36 B4: 34.78
Recall : A2: 87.5 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 87.5 A3: 53.33 A4: 51.61
F-score : B2: 34.78 B3: 53.33 B4: 51.61
n1 : A2\B2: 1.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.34 A3\B3: 0.01 A4\B4: 0.03
++++ ---------------------------------------------- +++++
6
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.05 A4: 0.17
mse : B2: 0.28 B3: 0.17 B4: 0.25
SSIM : A2: 1.0 A3: 0.75 A4: 0.47
SSIM : B2: 0.25 B3: 0.49 B4: 0.3
Precis : A2: 100.0 A3: 70.0 A4: 38.89
Precis : B2: 28.0 B3: 38.89 B4: 30.43
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 82.35 A4: 56.0
F-score : B2: 43.75 B3: 56.0 B4: 46.67
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 2.0
t : A2\B2: 0.17 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
7
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.14 A4: 0.22
mse : B2: 0.23 B3: 0.22 B4: 0.3
SSIM : A2: 1.0 A3: 0.53 A4: 0.33
SSIM : B2: 0.28 B3: 0.34 B4: 0.25
Precis : A2: 100.0 A3: 43.75 A4: 33.33
Precis : B2: 31.82 B3: 33.33 B4: 26.92
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 60.87 A4: 50.0
F-score : B2: 48.28 B3: 50.0 B4: 42.42
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 2.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.01
A3 - Hamacher integral image.
A4 - Choquet integral image.
A2 - F1/F2 integral image.
A1 - Sugeno integral image
B1, B2, B3 - Bradley
+30% noise
++++ ---------------------------------------------- +++++
0
++++ ---------------------------------------------- +++++
mse : A2: 0.1 A3: 0.09 A4: 0.12
mse : B2: 0.75 B3: 0.14 B4: 0.15
SSIM : A2: 0.77 A3: 0.78 A4: 0.74
SSIM : B2: 0.0 B3: 0.7 B4: 0.68
Precis : A2: 73.08 A3: 76.0 A4: 66.67
Precis : B2: 24.69 B3: 64.52 B4: 64.29
Recall : A2: 95.0 A3: 95.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 90.0
F-score : A2: 82.61 A3: 84.44 A4: 80.0
F-score : B2: 39.6 B3: 78.43 B4: 75.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.61 A3\B3: 0.06 A4\B4: 0.03
++++ ---------------------------------------------- +++++
1
++++ ---------------------------------------------- +++++
mse : A2: 0.03 A3: 0.11 A4: 0.18
mse : B2: 0.71 B3: 0.22 B4: 0.18
SSIM : A2: 0.94 A3: 0.79 A4: 0.7
SSIM : B2: 0.09 B3: 0.57 B4: 0.65
Precis : A2: 86.67 A3: 58.33 A4: 46.67
Precis : B2: 17.95 B3: 41.18 B4: 46.43
Recall : A2: 92.86 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 92.86
F-score : A2: 89.66 A3: 73.68 A4: 63.64
F-score : B2: 30.43 B3: 58.33 B4: 61.9
n1 : A2\B2: 1.0 A3\B3: 1.0 A4\B4: 2.0
t : A2\B2: 0.47 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
2
++++ ---------------------------------------------- +++++
mse : A2: 0.05 A3: 0.08 A4: 0.62
mse : B2: 0.7 B3: 0.11 B4: 0.64
SSIM : A2: 0.87 A3: 0.82 A4: 0.14
SSIM : B2: 0.09 B3: 0.78 B4: 0.13
Precis : A2: 85.71 A3: 75.0 A4: 24.53
Precis : B2: 22.41 B3: 66.67 B4: 24.07
Recall : A2: 92.31 A3: 92.31 A4: 100.0
Recall : B2: 100.0 B3: 92.31 B4: 100.0
F-score : A2: 88.89 A3: 82.76 A4: 39.39
F-score : B2: 36.62 B3: 77.42 B4: 38.81
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 2.0
t : A2\B2: 0.52 A3\B3: 0.01 A4\B4: 0.38
++++ ---------------------------------------------- +++++
3
++++ ---------------------------------------------- +++++
mse : A2: 0.03 A3: 0.03 A4: 0.03
mse : B2: 0.33 B3: 0.03 B4: 0.05
SSIM : A2: 0.92 A3: 0.92 A4: 0.92
SSIM : B2: 0.42 B3: 0.92 B4: 0.87
Precis : A2: 93.75 A3: 96.67 A4: 93.75
Precis : B2: 58.82 B3: 96.67 B4: 93.55
Recall : A2: 100.0 A3: 96.67 A4: 100.0
Recall : B2: 100.0 B3: 96.67 B4: 96.67
F-score : A2: 96.77 A3: 96.67 A4: 96.77
F-score : B2: 74.07 B3: 96.67 B4: 95.08
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.64 A3\B3: 0.06 A4\B4: 0.13
++++ ---------------------------------------------- +++++
4
++++ ---------------------------------------------- +++++
mse : A2: 0.03 A3: 0.02 A4: 0.02
mse : B2: 0.28 B3: 0.02 B4: 0.02
SSIM : A2: 0.94 A3: 0.98 A4: 0.98
SSIM : B2: 0.47 B3: 0.98 B4: 0.98
Precis : A2: 96.67 A3: 96.77 A4: 96.77
Precis : B2: 62.5 B3: 96.77 B4: 96.77
Recall : A2: 96.67 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 96.67 A3: 98.36 A4: 98.36
F-score : B2: 76.92 B3: 98.36 B4: 98.36
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.6 A3\B3: 0.09 A4\B4: 0.06
++++ ---------------------------------------------- +++++
5
++++ ---------------------------------------------- +++++
mse : A2: 0.03 A3: 0.22 A4: 0.23
mse : B2: 0.52 B3: 0.23 B4: 0.23
SSIM : A2: 0.87 A3: 0.41 A4: 0.35
SSIM : B2: 0.12 B3: 0.35 B4: 0.35
Precis : A2: 87.5 A3: 36.36 A4: 34.78
Precis : B2: 19.51 B3: 34.78 B4: 34.78
Recall : A2: 87.5 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 87.5 A3: 53.33 A4: 51.61
F-score : B2: 32.65 B3: 51.61 B4: 51.61
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.41 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
6
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.09 A4: 0.19
mse : B2: 0.38 B3: 0.23 B4: 0.22
SSIM : A2: 1.0 A3: 0.66 A4: 0.43
SSIM : B2: 0.18 B3: 0.36 B4: 0.38
Precis : A2: 100.0 A3: 53.85 A4: 36.84
Precis : B2: 22.58 B3: 31.82 B4: 33.33
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 70.0 A4: 53.85
F-score : B2: 36.84 B3: 48.28 B4: 50.0
n1 : A2\B2: 4.0 A3\B3: 1.0 A4\B4: 2.0
t : A2\B2: 0.25 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
7
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.12 A4: 0.22
mse : B2: 0.27 B3: 0.2 B4: 0.23
SSIM : A2: 1.0 A3: 0.54 A4: 0.34
SSIM : B2: 0.24 B3: 0.38 B4: 0.32
Precis : A2: 100.0 A3: 46.67 A4: 33.33
Precis : B2: 29.17 B3: 35.0 B4: 31.82
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 63.64 A4: 50.0
F-score : B2: 45.16 B3: 51.85 B4: 48.28
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 2.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.04
A3 - Hamacher integral image.
A4 - Choquet integral image.
A2 - F1/F2 integral image.
A1 - Sugeno integral image
B1, B2, B3 - Bradley
++++ ---------------------------------------------- +++++
+40% noise
0
++++ ---------------------------------------------- +++++
mse : A2: 0.12 A3: 0.12 A4: 0.16
mse : B2: 0.67 B3: 0.19 B4: 0.2
SSIM : A2: 0.68 A3: 0.69 A4: 0.67
SSIM : B2: 0.08 B3: 0.59 B4: 0.58
Precis : A2: 75.0 A3: 69.23 A4: 61.29
Precis : B2: 27.03 B3: 59.26 B4: 57.14
Recall : A2: 75.0 A3: 90.0 A4: 95.0
Recall : B2: 100.0 B3: 80.0 B4: 80.0
F-score : A2: 75.0 A3: 78.26 A4: 74.51
F-score : B2: 42.55 B3: 68.09 B4: 66.67
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.56 A3\B3: 0.02 A4\B4: 0.05
++++ ---------------------------------------------- +++++
1
++++ ---------------------------------------------- +++++
mse : A2: 0.04 A3: 0.14 A4: 0.27
mse : B2: 0.62 B3: 0.24 B4: 0.24
SSIM : A2: 0.91 A3: 0.7 A4: 0.57
SSIM : B2: 0.12 B3: 0.5 B4: 0.52
Precis : A2: 85.71 A3: 51.85 A4: 36.84
Precis : B2: 20.0 B3: 38.24 B4: 38.24
Recall : A2: 85.71 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 92.86 B4: 92.86
F-score : A2: 85.71 A3: 68.29 A4: 53.85
F-score : B2: 33.33 B3: 54.17 B4: 54.17
n1 : A2\B2: 3.0 A3\B3: 1.0 A4\B4: 1.0
t : A2\B2: 0.42 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
2
++++ ---------------------------------------------- +++++
mse : A2: 0.09 A3: 0.16 A4: 0.34
mse : B2: 0.75 B3: 0.22 B4: 0.33
SSIM : A2: 0.8 A3: 0.64 A4: 0.39
SSIM : B2: 0.05 B3: 0.55 B4: 0.26
Precis : A2: 70.59 A3: 57.14 A4: 37.14
Precis : B2: 21.31 B3: 48.0 B4: 35.71
Recall : A2: 92.31 A3: 92.31 A4: 100.0
Recall : B2: 100.0 B3: 92.31 B4: 76.92
F-score : A2: 80.0 A3: 70.59 A4: 54.17
F-score : B2: 35.14 B3: 63.16 B4: 48.78
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 1.0
t : A2\B2: 0.56 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
3
++++ ---------------------------------------------- +++++
mse : A2: 0.06 A3: 0.06 A4: 0.06
mse : B2: 0.38 B3: 0.06 B4: 0.06
SSIM : A2: 0.89 A3: 0.85 A4: 0.89
SSIM : B2: 0.32 B3: 0.85 B4: 0.85
Precis : A2: 88.24 A3: 90.62 A4: 88.24
Precis : B2: 55.56 B3: 90.62 B4: 90.62
Recall : A2: 100.0 A3: 96.67 A4: 100.0
Recall : B2: 100.0 B3: 96.67 B4: 96.67
F-score : A2: 93.75 A3: 93.55 A4: 93.75
F-score : B2: 71.43 B3: 93.55 B4: 93.55
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.66 A3\B3: 0.09 A4\B4: 0.12
++++ ---------------------------------------------- +++++
4
++++ ---------------------------------------------- +++++
mse : A2: 0.06 A3: 0.06 A4: 0.05
mse : B2: 0.36 B3: 0.06 B4: 0.06
SSIM : A2: 0.88 A3: 0.85 A4: 0.89
SSIM : B2: 0.33 B3: 0.85 B4: 0.85
Precis : A2: 88.24 A3: 93.33 A4: 93.55
Precis : B2: 56.6 B3: 93.33 B4: 93.33
Recall : A2: 100.0 A3: 93.33 A4: 96.67
Recall : B2: 100.0 B3: 93.33 B4: 93.33
F-score : A2: 93.75 A3: 93.33 A4: 95.08
F-score : B2: 72.29 B3: 93.33 B4: 93.33
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.65 A3\B3: 0.05 A4\B4: 0.05
++++ ---------------------------------------------- +++++
5
++++ ---------------------------------------------- +++++
mse : A2: 0.05 A3: 0.22 A4: 0.33
mse : B2: 0.47 B3: 0.39 B4: 0.39
SSIM : A2: 0.76 A3: 0.41 A4: 0.29
SSIM : B2: 0.15 B3: 0.2 B4: 0.2
Precis : A2: 85.71 A3: 36.36 A4: 27.59
Precis : B2: 21.05 B3: 24.24 B4: 24.24
Recall : A2: 75.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 80.0 A3: 53.33 A4: 43.24
F-score : B2: 34.78 B3: 39.02 B4: 39.02
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 2.0
t : A2\B2: 0.33 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
6
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.12 A4: 0.23
mse : B2: 0.41 B3: 0.25 B4: 0.25
SSIM : A2: 1.0 A3: 0.53 A4: 0.34
SSIM : B2: 0.16 B3: 0.34 B4: 0.34
Precis : A2: 100.0 A3: 46.67 A4: 31.82
Precis : B2: 21.21 B3: 30.43 B4: 30.43
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 63.64 A4: 48.28
F-score : B2: 35.0 B3: 46.67 B4: 46.67
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 2.0
t : A2\B2: 0.31 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
7
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.16 A4: 0.28
mse : B2: 0.3 B3: 0.23 B4: 0.3
SSIM : A2: 1.0 A3: 0.44 A4: 0.23
SSIM : B2: 0.2 B3: 0.32 B4: 0.23
Precis : A2: 100.0 A3: 41.18 A4: 28.0
Precis : B2: 26.92 B3: 31.82 B4: 26.92
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 58.33 A4: 43.75
F-score : B2: 42.42 B3: 48.28 B4: 42.42
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 2.0
t : A2\B2: 0.04 A3\B3: 0.01 A4\B4: 0.09
A3 - Hamacher integral image.
A4 - Choquet integral image.
A2 - F1/F2 integral image.
A1 - Sugeno integral image
B1, B2, B3 - Bradley
++++ ---------------------------------------------- +++++
+50% noise
0
++++ ---------------------------------------------- +++++
mse : A2: 0.19 A3: 0.19 A4: 0.21
mse : B2: 0.7 B3: 0.25 B4: 0.23
SSIM : A2: 0.59 A3: 0.62 A4: 0.55
SSIM : B2: 0.06 B3: 0.52 B4: 0.5
Precis : A2: 60.0 A3: 58.06 A4: 55.56
Precis : B2: 25.97 B3: 50.0 B4: 51.72
Recall : A2: 75.0 A3: 90.0 A4: 75.0
Recall : B2: 100.0 B3: 80.0 B4: 75.0
F-score : A2: 66.67 A3: 70.59 A4: 63.83
F-score : B2: 41.24 B3: 61.54 B4: 61.22
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.6 A3\B3: 0.07 A4\B4: 0.01
++++ ---------------------------------------------- +++++
1
++++ ---------------------------------------------- +++++
mse : A2: 0.06 A3: 0.18 A4: 0.27
mse : B2: 0.62 B3: 0.29 B4: 0.29
SSIM : A2: 0.86 A3: 0.62 A4: 0.57
SSIM : B2: 0.12 B3: 0.45 B4: 0.44
Precis : A2: 84.62 A3: 46.67 A4: 36.84
Precis : B2: 20.0 B3: 34.21 B4: 34.21
Recall : A2: 78.57 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 92.86 B4: 92.86
F-score : A2: 81.48 A3: 63.64 A4: 53.85
F-score : B2: 33.33 B3: 50.0 B4: 50.0
n1 : A2\B2: 3.0 A3\B3: 1.0 A4\B4: 1.0
t : A2\B2: 0.41 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
2
++++ ---------------------------------------------- +++++
mse : A2: 0.09 A3: 0.2 A4: 0.34
mse : B2: 0.7 B3: 0.27 B4: 0.36
SSIM : A2: 0.77 A3: 0.53 A4: 0.37
SSIM : B2: 0.09 B3: 0.44 B4: 0.31
Precis : A2: 73.33 A3: 50.0 A4: 37.14
Precis : B2: 22.41 B3: 42.31 B4: 34.38
Recall : A2: 84.62 A3: 92.31 A4: 100.0
Recall : B2: 100.0 B3: 84.62 B4: 84.62
F-score : A2: 78.57 A3: 64.86 A4: 54.17
F-score : B2: 36.62 B3: 56.41 B4: 48.89
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 2.0
t : A2\B2: 0.52 A3\B3: 0.01 A4\B4: 0.08
++++ ---------------------------------------------- +++++
3
++++ ---------------------------------------------- +++++
mse : A2: 0.09 A3: 0.08 A4: 0.06
mse : B2: 0.39 B3: 0.09 B4: 0.08
SSIM : A2: 0.84 A3: 0.86 A4: 0.89
SSIM : B2: 0.27 B3: 0.84 B4: 0.83
Precis : A2: 83.33 A3: 85.71 A4: 88.24
Precis : B2: 54.55 B3: 83.33 B4: 87.88
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 96.67
F-score : A2: 90.91 A3: 92.31 A4: 93.75
F-score : B2: 70.59 B3: 90.91 B4: 92.06
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.67 A3\B3: 0.22 A4\B4: 0.15
++++ ---------------------------------------------- +++++
4
++++ ---------------------------------------------- +++++
mse : A2: 0.08 A3: 0.11 A4: 0.08
mse : B2: 0.36 B3: 0.16 B4: 0.08
SSIM : A2: 0.84 A3: 0.75 A4: 0.84
SSIM : B2: 0.34 B3: 0.65 B4: 0.81
Precis : A2: 90.32 A3: 87.1 A4: 90.32
Precis : B2: 56.6 B3: 88.46 B4: 93.1
Recall : A2: 93.33 A3: 90.0 A4: 93.33
Recall : B2: 100.0 B3: 76.67 B4: 90.0
F-score : A2: 91.8 A3: 88.52 A4: 91.8
F-score : B2: 72.29 B3: 82.14 B4: 91.53
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 4.0
t : A2\B2: 0.62 A3\B3: 0.03 A4\B4: 0.03
++++ ---------------------------------------------- +++++
5
++++ ---------------------------------------------- +++++
mse : A2: 0.08 A3: 0.27 A4: 0.33
mse : B2: 0.55 B3: 0.33 B4: 0.34
SSIM : A2: 0.68 A3: 0.33 A4: 0.26
SSIM : B2: 0.11 B3: 0.27 B4: 0.25
Precis : A2: 66.67 A3: 32.0 A4: 27.59
Precis : B2: 18.6 B3: 27.59 B4: 26.67
Recall : A2: 75.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 70.59 A3: 48.48 A4: 43.24
F-score : B2: 31.37 B3: 43.24 B4: 42.11
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 2.0
t : A2\B2: 0.38 A3\B3: 0.03 A4\B4: 0.04
++++ ---------------------------------------------- +++++
6
++++ ---------------------------------------------- +++++
mse : A2: 0.03 A3: 0.16 A4: 0.25
mse : B2: 0.48 B3: 0.28 B4: 0.28
SSIM : A2: 0.83 A3: 0.46 A4: 0.35
SSIM : B2: 0.12 B3: 0.29 B4: 0.27
Precis : A2: 85.71 A3: 41.18 A4: 30.43
Precis : B2: 18.42 B3: 28.0 B4: 28.0
Recall : A2: 85.71 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 85.71 A3: 58.33 A4: 46.67
F-score : B2: 31.11 B3: 43.75 B4: 43.75
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 1.0
t : A2\B2: 0.33 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
7
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.19 A4: 0.23
mse : B2: 0.33 B3: 0.25 B4: 0.27
SSIM : A2: 1.0 A3: 0.36 A4: 0.29
SSIM : B2: 0.18 B3: 0.3 B4: 0.27
Precis : A2: 100.0 A3: 36.84 A4: 31.82
Precis : B2: 25.0 B3: 30.43 B4: 29.17
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 53.85 A4: 48.28
F-score : B2: 40.0 B3: 46.67 B4: 45.16
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 2.0
t : A2\B2: 0.11 A3\B3: 0.01 A4\B4: 0.04
###############################################################################################
Test on Noised GT vs GT
*****************************************************************************
A3 - Hamacher integral image.
A4 - Choquet integral image.
A2 - F1/F2 integral image.
A1 - Sugeno integral image
B1, B2, B3 - Bradley
######
+20% additive noise
++++ ---------------------------------------------- +++++
0
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.0 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 1.0 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 100.0 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 100.0 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.3 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
1
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.0 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 1.0 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 100.0 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 100.0 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
2
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.0 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 1.0 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 100.0 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 100.0 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.14 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
3
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.0 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 1.0 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 100.0 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 100.0 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.57 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
4
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.0 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 1.0 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 100.0 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 100.0 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.57 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
5
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.0 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 1.0 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 100.0 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 100.0 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
6
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.02 B3: 0.02 B4: 0.02
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 0.96 B3: 0.96 B4: 0.96
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 87.5 B3: 87.5 B4: 87.5
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 93.33 B3: 93.33 B4: 93.33
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
7
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.02 A4: 0.02
mse : B2: 0.06 B3: 0.06 B4: 0.06
SSIM : A2: 1.0 A3: 0.95 A4: 0.95
SSIM : B2: 0.71 B3: 0.71 B4: 0.71
Precis : A2: 100.0 A3: 87.5 A4: 87.5
Precis : B2: 63.64 B3: 63.64 B4: 63.64
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 93.33 A4: 93.33
F-score : B2: 77.78 B3: 77.78 B4: 77.78
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.01
A3 - Hamacher integral image.
A4 - Choquet integral image.
A2 - F1/F2 integral image.
A1 - Sugeno integral image
B1, B2, B3 - Bradley
++++ ---------------------------------------------- +++++
+30% additive noise
0
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.04 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 0.94 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 86.96 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 93.02 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.34 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
1
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.01 A4: 0.01
mse : B2: 0.03 B3: 0.04 B4: 0.02
SSIM : A2: 1.0 A3: 0.99 A4: 0.97
SSIM : B2: 0.9 B3: 0.93 B4: 0.92
Precis : A2: 100.0 A3: 93.33 A4: 93.33
Precis : B2: 82.35 B3: 77.78 B4: 87.5
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 96.55 A4: 96.55
F-score : B2: 90.32 B3: 87.5 B4: 93.33
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 3.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
2
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.02
mse : B2: 0.03 B3: 0.0 B4: 0.02
SSIM : A2: 1.0 A3: 1.0 A4: 0.97
SSIM : B2: 0.95 B3: 1.0 B4: 0.97
Precis : A2: 100.0 A3: 100.0 A4: 92.86
Precis : B2: 86.67 B3: 100.0 B4: 92.86
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 96.3
F-score : B2: 92.86 B3: 100.0 B4: 96.3
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.19 A3\B3: 0.01 A4\B4: 0.09
++++ ---------------------------------------------- +++++
3
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.0 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 1.0 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 100.0 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 100.0 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.58 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
4
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.02 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 0.98 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 96.77 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 98.36 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.58 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
5
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.02 A4: 0.03
mse : B2: 0.05 B3: 0.05 B4: 0.05
SSIM : A2: 1.0 A3: 0.96 A4: 0.92
SSIM : B2: 0.84 B3: 0.84 B4: 0.84
Precis : A2: 100.0 A3: 88.89 A4: 80.0
Precis : B2: 72.73 B3: 72.73 B4: 72.73
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 94.12 A4: 88.89
F-score : B2: 84.21 B3: 84.21 B4: 84.21
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
6
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.05 A4: 0.05
mse : B2: 0.05 B3: 0.11 B4: 0.05
SSIM : A2: 1.0 A3: 0.89 A4: 0.83
SSIM : B2: 0.83 B3: 0.71 B4: 0.83
Precis : A2: 100.0 A3: 70.0 A4: 70.0
Precis : B2: 70.0 B3: 50.0 B4: 70.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 82.35 A4: 82.35
F-score : B2: 82.35 B3: 66.67 B4: 82.35
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 4.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
7
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.03 A4: 0.11
mse : B2: 0.09 B3: 0.09 B4: 0.11
SSIM : A2: 1.0 A3: 0.85 A4: 0.58
SSIM : B2: 0.6 B3: 0.6 B4: 0.53
Precis : A2: 100.0 A3: 77.78 A4: 50.0
Precis : B2: 53.85 B3: 53.85 B4: 50.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 87.5 A4: 66.67
F-score : B2: 70.0 B3: 70.0 B4: 66.67
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.11
A3 - Hamacher integral image.
A4 - Choquet integral image.
A2 - F1/F2 integral image.
A1 - Sugeno integral image
B1, B2, B3 - Bradley
++++ ---------------------------------------------- +++++
+40% additive noise
0
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.11 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 0.77 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 68.97 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 81.63 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.38 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
1
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.01 A4: 0.09
mse : B2: 0.06 B3: 0.06 B4: 0.16
SSIM : A2: 1.0 A3: 0.97 A4: 0.89
SSIM : B2: 0.82 B3: 0.84 B4: 0.64
Precis : A2: 100.0 A3: 93.33 A4: 63.64
Precis : B2: 73.68 B3: 73.68 B4: 50.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 96.55 A4: 77.78
F-score : B2: 84.85 B3: 84.85 B4: 66.67
n1 : A2\B2: 4.0 A3\B3: 3.0 A4\B4: 1.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
2
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.03 A4: 0.03
mse : B2: 0.06 B3: 0.05 B4: 0.05
SSIM : A2: 1.0 A3: 0.92 A4: 0.92
SSIM : B2: 0.86 B3: 0.89 B4: 0.89
Precis : A2: 100.0 A3: 86.67 A4: 86.67
Precis : B2: 76.47 B3: 81.25 B4: 81.25
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 92.86 A4: 92.86
F-score : B2: 86.67 B3: 89.66 B4: 89.66
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.23 A3\B3: 0.1 A4\B4: 0.1
++++ ---------------------------------------------- +++++
3
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.05 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 0.92 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 90.91 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 95.24 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.59 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
4
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.05 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 0.92 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 90.91 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 95.24 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.59 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
5
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.06 A4: 0.09
mse : B2: 0.08 B3: 0.08 B4: 0.09
SSIM : A2: 1.0 A3: 0.8 A4: 0.66
SSIM : B2: 0.69 B3: 0.69 B4: 0.66
Precis : A2: 100.0 A3: 66.67 A4: 57.14
Precis : B2: 61.54 B3: 61.54 B4: 57.14
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 80.0 A4: 72.73
F-score : B2: 76.19 B3: 76.19 B4: 72.73
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.06
++++ ---------------------------------------------- +++++
6
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.09 A4: 0.08
mse : B2: 0.09 B3: 0.14 B4: 0.09
SSIM : A2: 1.0 A3: 0.75 A4: 0.72
SSIM : B2: 0.65 B3: 0.58 B4: 0.65
Precis : A2: 100.0 A3: 53.85 A4: 58.33
Precis : B2: 53.85 B3: 43.75 B4: 53.85
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 70.0 A4: 73.68
F-score : B2: 70.0 B3: 60.87 B4: 70.0
n1 : A2\B2: 4.0 A3\B3: 2.0 A4\B4: 4.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
7
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.09 A4: 0.12
mse : B2: 0.11 B3: 0.11 B4: 0.16
SSIM : A2: 1.0 A3: 0.6 A4: 0.52
SSIM : B2: 0.53 B3: 0.53 B4: 0.47
Precis : A2: 100.0 A3: 53.85 A4: 46.67
Precis : B2: 50.0 B3: 50.0 B4: 41.18
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 70.0 A4: 63.64
F-score : B2: 66.67 B3: 66.67 B4: 58.33
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 2.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.01
A3 - Hamacher integral image.
A4 - Choquet integral image.
A2 - F1/F2 integral image.
A1 - Sugeno integral image
B1, B2, B3 - Bradley
++++ ---------------------------------------------- +++++
+50% additive noise
0
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.02 A4: 0.02
mse : B2: 0.15 B3: 0.02 B4: 0.02
SSIM : A2: 1.0 A3: 0.95 A4: 0.95
SSIM : B2: 0.69 B3: 0.95 B4: 0.95
Precis : A2: 100.0 A3: 90.91 A4: 90.91
Precis : B2: 62.5 B3: 90.91 B4: 90.91
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 95.24 A4: 95.24
F-score : B2: 76.92 B3: 95.24 B4: 95.24
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.41 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
1
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.04 A4: 0.12
mse : B2: 0.11 B3: 0.16 B4: 0.17
SSIM : A2: 1.0 A3: 0.91 A4: 0.8
SSIM : B2: 0.71 B3: 0.66 B4: 0.63
Precis : A2: 100.0 A3: 77.78 A4: 56.0
Precis : B2: 58.33 B3: 50.0 B4: 48.28
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 87.5 A4: 71.79
F-score : B2: 73.68 B3: 66.67 B4: 65.12
n1 : A2\B2: 4.0 A3\B3: 1.0 A4\B4: 1.0
t : A2\B2: 0.01 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
2
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.03 A4: 0.03
mse : B2: 0.09 B3: 0.05 B4: 0.05
SSIM : A2: 1.0 A3: 0.92 A4: 0.92
SSIM : B2: 0.8 B3: 0.89 B4: 0.89
Precis : A2: 100.0 A3: 86.67 A4: 86.67
Precis : B2: 68.42 B3: 81.25 B4: 81.25
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 92.86 A4: 92.86
F-score : B2: 81.25 B3: 89.66 B4: 89.66
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.27 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
3
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.08 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 0.89 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 85.71 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 92.31 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.6 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
4
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.0 A4: 0.0
mse : B2: 0.06 B3: 0.0 B4: 0.0
SSIM : A2: 1.0 A3: 1.0 A4: 1.0
SSIM : B2: 0.91 B3: 1.0 B4: 1.0
Precis : A2: 100.0 A3: 100.0 A4: 100.0
Precis : B2: 88.24 B3: 100.0 B4: 100.0
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 100.0 A4: 100.0
F-score : B2: 93.75 B3: 100.0 B4: 100.0
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.6 A3\B3: 0.01 A4\B4: 0.01
++++ ---------------------------------------------- +++++
5
++++ ---------------------------------------------- +++++
mse : A2: 0.0 A3: 0.11 A4: 0.09
mse : B2: 0.09 B3: 0.12 B4: 0.09
SSIM : A2: 1.0 A3: 0.64 A4: 0.66
SSIM : B2: 0.66 B3: 0.56 B4: 0.66
Precis : A2: 100.0 A3: 53.33 A4: 57.14
Precis : B2: 57.14 B3: 50.0 B4: 57.14
Recall : A2: 100.0 A3: 100.0 A4: 100.0
Recall : B2: 100.0 B3: 100.0 B4: 100.0
F-score : A2: 100.0 A3: 69.57 A4: 72.73
F-score : B2: 72.73 B3: 66.67 B4: 72.73
n1 : A2\B2: 4.0 A3\B3: 4.0 A4\B4: 4.0
t : A2\B2: 0.01 A3\B3: 0.11 A4\B4: 0.01