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Table 10 Mean classification accuracy for descriptors computed on the UIUC dataset

From: Evaluation of noise robustness for local binary pattern descriptors in texture classification

 

UIUC dataset

Noise levels

0

0.0002

0.0006

0.0021

0.0070

0.0234

0.0785

0.2637

0.8859

2.9764

10.0000

LBP

88.1

87.2

87.5

88.6

86.4

75.8

53.8

38.4

22.3

12.5

9.4

ILBP

80.1

80.8

79.6

80.6

74.8

63.5

59.4

53.4

37.9

25.7

17.8

MBP

74.7

63.7

56.9

47.1

39.3

27.1

14.1

15.3

14.3

13.7

13.3

LTP

94.4

94.1

93.8

93.4

88.1

77.9

59.5

44.6

23.8

16.5

13.7

ILTP

91.9

91.5

91.9

90.4

85.1

72.9

64.2

55.6

42.7

24.7

17.9

LQP

88.3

86.5

82.8

75.1

49.4

36.0

38.7

37.7

23.2

15.4

12.3

RLBP

89.4

89.0

90.4

87.7

84.7

72.0

56.3

38.7

26.7

16.8

14.2

FLBP

91.3

91.5

91.1

90.3

87.5

79.2

64.3

43.3

22.4

13.5

12.2

SLBP

87.3

87.2

88.9

91.2

86.7

78.5

65.3

43.3

25.5

16.4

12.8

GF

74.2

74.1

74.2

74.4

74.5

71.4

67.4

58.9

36.5

18.4

9.4

GLCM

62.3

60.8

59.8

57.0

55.2

49.0

48.0

34.2

18.4

11.4

4.4

  1. Max value per noise level is in bold and min value in italics.