Research Article

An Ontology-Based Framework for Complex Urban Object Recognition through Integrating Visual Features and Interpretable Semantics

Table 3

Priority of low-level features defined from the first experimental datasets.

Color/statistical featuresGLCM featuresShape features
Optical satellite imageLiDAR heightOptical satellite imageLiDAR heightOptical satellite imageLiDAR height

Residential buildingsPrimaryPrimarySecondarySecondary
Commercial buildingsPrimarySecondarySecondary
Circular roadsPrimarySecondaryPrimary
Swimming poolsPrimary
Trees (1.5-5m)SecondaryPrimaryTertiaryTertiarySecondary
Trees (5–10 m)SecondaryPrimaryTertiaryTertiarySecondary
Trees (>10 m)SecondaryPrimaryTertiaryTertiarySecondary