Research Article

Google Earth Engine for Advanced Land Cover Analysis from Landsat-8 Data with Spectral and Topographic Insights

Table 4

Quantitative results after postprocessing step for land cover classification.

MethodClassesPrecisionRecallF1 scoreOAKappa

SVM + SBWater0.98360.98710.98530.85520.8162
High vegetation0.92530.92840.9269
Low vegetation0.69570.69710.6964
Crops0.72170.71030.7159
Built-up0.85810.86130.8597

SVM + SB + SIWater0.99280.98440.98860.90700.8817
High vegetation0.97330.91160.9414
Low vegetation0.79560.78660.7911
Crops0.7980.86090.8282
Built-up0.90290.94160.9219

SVM + SB + SI + TFWater0.9950.99250.99380.92900.9099
High vegetation0.97530.94880.9619
Low vegetation0.88810.81110.8479
Crops0.83140.88640.858
Built-up0.91590.95880.9368