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 |