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Table 5 Summary of the features vector with higher rates

From: Image features for quality analysis of thick blood smears employed in malaria diagnosis

Feature vector

Dimensions

Classifier 1

TNR

TPR

F1-score

[\(\hbox {H}_{PCA1}\), \(\hbox {H}_{PCA2}\), \(\hbox {H}_{PCA3}\)]

1 x 3

Quadratic SVM

0,99

0,96

0,97

[\(\hbox {H}_{corr}\), \(\hbox {S}_{corr}\), \(\hbox {HS}_{corr}\)]

1 x 3

Cubic SMV

0,99

0,96

0,97

\(\hbox {Hist}_{15}\)_H

1 x 15

Quadratic SVM

0,99

0,97

0,97

[\(\hbox {H}_{PCA1}\), \(\hbox {H}_{PCA2}\), \(\hbox {H}_{PCA3}\), \(\hbox {S}_{PCA1}\), \(\hbox {S}_{PCA2}\), \(\hbox {S}_{PCA3}\), \(\hbox {HS}_{PCA1}\), \(\hbox {HS}_{PCA2}\), \(\hbox {HS}_{PCA3}\)]

1 x 9

Quadratic SVM

0,99

0,96

0,97

[\(\hbox {S}_{PCA1}\), \(\hbox {S}_{PCA2}\), \(\hbox {S}_{PCA3}\)]

1 x 3

Cubic SMV

0,91

0,81

0,85

[\(\hbox {H}_{var}\), \(\hbox {S}_{var}\), \(\hbox {HS}_{var}\)]

1 x 3

Ensemble (BUSBoosted trees)

0,88

0,87

0,87