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. 2024 Jan 2;14:69. doi: 10.1038/s41598-023-50863-1

Table 10.

Results from existing literature review.

Authors Satellite/data/algorithms Results
Li et al.5 Sentinel 2, Forest, Random Forest

95.76% overall accuracy

Kappa coefficient 0.91

Liu et al.6 Landsat, LULC, Random Forest

91.41% overall accuracy

Kappa coefficient 0.86

Erfanifard et al.15 Landsat, Mangrove Forest, SMRI

97% overall accuracy

Kappa coefficient 0.96

Islam et al.17 Landsat, Mangrove Forest, SAVI and NDVI

87% overall accuracy

Kappa coefficient 0.84

Negassa et al.20 Landsat, Forest, Random Sampling Technique

85% overall accuracy

Kappa coefficient 0.86

Yuh et al.29 Landsat 7 ETM and Landsat 8 OLI, LULC, RF, ANN, KNN, SVM

95.8% overall accuracy (ANN)

Kappa coefficient 0.94

Moradi et al.30 Landsat TM, Landsat ETM, Forest, CNN

97% overall accuracy (ANN)

Kappa coefficient 0.94