Table 2.

Classification accuracy of the first Scheme (only spectral features).

Classifier	Water	Built-up Area	Green Space	Vegetation	Barren Soil	OA	Kappa
MMDC	96.81%	48.48%	92.18%	95.64%	97.68%	84.41%	0.81
MLC	95.17%	75.00%	96.54%	92.01%	98.01%	90.80%	0.88
SVM	87.56%	97.51%	95.73%	89.05%	92.77%	92.59%	0.91
MLPNN	92.12%	78.04%	96.98%	95.04%	97.80%	91.44%	0.89
RBFNN	94.23%	80.59%	95.25%	87.84%	96.10%	90.65%	0.88
J48 DTC	93.85%	89.19%	89.19%	86.75%	92.78%	91.92%	0.90
SFH-ARTMAP	92.77%	77.85%	97.25%	91.23%	96.39%	90.70%	0.88