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Table 1 Mean performance of statistical features across all 11 wavelet bases tested

From: Automatic detection of anomalies in screening mammograms

 

DDSM

MIAS

Feature§

Sensitivity* (%)

Specificity†(%)

Classification rate‡(%)

Sensitivity (%)

Specificity (%)

Classification rate (%)

M

89.2

26.6

50.3

86.8

24.1

44.4

σ

94

27.6

52.8

87

27.7

46.9

S

90.8

29.4

52.7

91.9

20.6

43.6

K

92.8

23.7

49.8

93.5

16.8

41.6

M + σ

97.4

33.9

57.9

89.7

23.7

45

M + S

97.2

38.1

60.5

91.9

25.1

46.8

M + K

96.1

35.6

58.5

94

19.6

43.6

σ + S

95.6

29.1

54.3

93.2

23.1

45.8

σ + K

96.3

28.5

54.1

94.3

18

42.6

S + K

94.2

32.2

55.7

93.9

19.5

43.6

  1. §M - mean, σ- standard deviation, S - skewness, K - kurtosis.
  2. *Sensitivity is defined as TP/(TP + FN).
  3. †Specificity is defined as TN/(TN + FP).
  4. ‡Classification rate is defined as (TP + TN)/(TP + TN + FP + FN).