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Table 7 Results on INRIA person dataset using eight classification methods (decision tree (DT), linear discriminant analysis (LDA), cubic-SVM (C-SVM), logistic regression (LR))

From: A framework of human detection and action recognition based on uniform segmentation and combination of Euclidean distance and joint entropy-based features selection

Method

AUC

FPR

FNR (%)

Recall (%)

Accuracy (%)

DT

0.930

0.064

5.6

93.6

94.4

LDA

0.976

0.073

6.8

92.6

93.2

C-SVM

0.991

0.019

1.4

98.4

98.6

LR

0.913

0.084

5.9

91.5

94.1

W-KNN

0.973

0.105

7.1

89.6

92.6

C-KNN

0.972

0.117

7.9

88.4

92.1

EBT

0.993

0.143

3.1

96.85

96.9

M-class SVM

0.990

0.015

1.2

98.7

98.8