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Table 1 Recognition rate (%) of the LDA, SVM and QDA classifiers.

From: Automatic image analysis for gene expression patterns of fly embryos

Classifier

R S (Recognition rate on the small class, i.e., the set of images that are annotated)

R O (Overall Recognition Rate)

 

HPP

PMP

AMP

PP

DEDP

Mean

HPP

PMP

AMP

PP

DEDP

Mean

LDA

86

82

82

87

84

84.2

83

80

84

86

88

84.2

SVM

27

19

25

67

57

39.0

91

89

91

97

95

92.6

QDA

20

23

35

38

23

27.8

85

82

83

87

86

84.6

  1. Tests were conducted on images in stage 11–12. Recognition rates were calculated by taking the manual annotations as the ground truth.