Journal of Ophthalmology

Research Article

Classification of SD-OCT Volumes Using Local Binary Patterns: Experimental Validation for DME Detection

Table 1

Summary of the state-of-the-art methods.
Reference DiseasesData sizePreprocessingFeaturesRepresentationClassifierEvaluationResults
AMDDMENormalDenoiseFlattenAligningCropping
[9]✓✓✓45✓✓ ✓HOG Linear SVMACC86.7%, 100%, and 100%
[10]✓ ✓384    TextonBoW, PCARFAUC0.984
[11]✓✓✓326 ✓✓ Edge, LBPPCASVM-RBFAUC0.93
[12] ✓✓62✓   LBP-LBP-TOPPCA, BoW, and histogramRFSE, SP87.5%, 75%