From: Machine learning techniques for diabetic macular edema (DME) classification on SD-OCT images
Classifier | Metric | Individual Features | |||||||
---|---|---|---|---|---|---|---|---|---|
Histogram | Histogram + PCA | ||||||||
HoG | \({\text{LBP}}_{8{\text{-}}\mathrm{ri}}\) | \({\text{LBP}}_{16 {\text{-}} \mathrm{ri}}\) | \({\text{LBP}}_{24 {\text{-}} \mathrm{ri}}\) | \({\text{HoG}}^{~\mathrm{PCA}}\) | \({\text{LBP}}_{8 {\text{-}} \mathrm{ri}}^{~\mathrm{PCA}}\) | \({\text{LBP}}_{16 {\text{-}} \mathrm{ri}}^{~\mathrm{PCA}}\) | \({\text{LBP}}_{24 {\text{-}} \mathrm{ri}}^{~\mathrm{PCA}}\) | ||
Linear-SVM | SE | 68.7 | 62.5 | 75.0 | 68.7 | 75.0 | 87.5 | 75.0 | 81.2 |
SP | 87.5 | 81.2 | 75.0 | 87.5 | 75.0 | 87.5 | 75.0 | 81.2 | |
RBF-SVM | SE | 93.7 | 93.7 | 87.5 | 87.5 | 12.5 | 81.2 | 81.2 | 75.0 |
SP | 6.2 | 25.0 | 25.0 | 50.0 | 87.5 | 81.2 | 87.5 | 87.5 | |
RF | SE | 62.5 | 75.0 | 81.2 | 68.7 | 56.2 | 75.0 | 75.0 | 75.0 |
SP | 100.0 | 81.2 | 87.5 | 93.7 | 93.7 | 81.2 | 93.7 | 93.7 |