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. 2021 May 13;21(10):3399. doi: 10.3390/s21103399

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]