Table 3.
Features considered for land cover classification.
| Dataset | Source | Index | Number of Features | References |
|---|---|---|---|---|
| S2 | Sentinel-2 bands | Blue, Red, Green, NIR, SWIR1, SWIR2, Red Edge1, Red Edge2, Red Edge3, Red Edge4 | 10 | [20,21,22,23,24,25,26,52] |
| S2+ | Sentinel-2 bands plus extracted vegetation index and texture feature | Blue, Red, Green, NIR, SWIR1, SWIR2, Red Edge1, Red Edge2, Red Edge3, Red Edge4, NDVI, GNDVI, LSWI, S2REP, NDWI, NBR, NBR2, EVI, ARVI, MSAVI2, NDVI_stdDev (standard deviation–texture) | 21 | [41,44,48,53,54] |
| S1 | Sentinel-1 bands | VH, VV | 2 | [32,39,49,53] |
| S1+ | Sentinel-1 bands plus extracted texture and temporal features | VH, VV, VV_correlation, VV_variance, VV_contrast, VH_correlation, VH_variance, VH_contrast, VV_stdDev, VH_stdDev, VVΔamplitude, VHΔamplitude | 12 | [32,39,49,53] |
| S2+S1+ | Sentinel-2 and Sentinel-1 bands, plus extracted features | Blue, Red, Green, NIR, SWIR1, SWIR2, Red Edge1, Red Edge2, Red Edge3, Red Edge4, NDVI, GNDVI, LSWI, S2REP, NDWI, NBR, NBR2, EVI, ARVI, MSAVI2, NDVI_stdDev, VH, VV, VV_correlation, VV_variance, VV_contrast, VH_correlation, VH_variance, VH_contrast, VV_stdDev, VH_stdDev, VVΔamplitude, VHΔamplitude | 33 | [41,44,48,53,54] |
| S2+S1+DEM | Sentinel-2 and Sentinel-1 bands, plus extracted features, plus SRTM elevation features | Blue, Red, Green, NIR, SWIR1, SWIR2, Red Edge 1, Red Edge 2, Red Edge 3, Red Edge 4, NDVI, GNDVI, LSWI, S2REP, NDWI, NBR, NBR2, EVI, ARVI, MSAVI2, NDVI_stdDev, VH, VV, VV_correlation, VV_variance, VV_contrast, VH_correlation, VH_variance, VH_contrast, VV_stdDev, VH_stdDev, VVΔamplitude, VHΔamplitude, Elevation, Slope, Aspect | 36 | [36,37,38] |