Tree Species Classification by Employing Multiple Features Acquired from Integrated Sensors

Table 6

Classification results of the dataset for Changshu area.

Classifiers	Items	Sc.1	Sc.2	Sc.3	Sc.4	Sc.5	Sc.6
NN ()	OA (%)	83.56	85.37	86.54	79.41	97.62	96.52
	Kappa	0.780	0.804	0.820	0.725	0.968	0.953
NN ()	OA (%)	82.43	85.06	86.12	79.43	94.23	94.02
	Kappa	0.765	0.800	0.815	0.725	0.923	0.920
NN ()	OA (%)	82.27	85.05	86.82	79.40	92.76	92.77
	Kappa	0.763	0.800	0.824	0.724	0.903	0.903
NN ()	OA (%)	83.38	85.12	87.40	79.66	88.84	90.32
	Kappa	0.777	0.801	0.831	0.727	0.851	0.871
MLC	OA (%)	84.76	85.10	90.47	79.89	97.69	97.56
	Kappa	0.796	0.802	0.873	0.731	0.969	0.967
Logistic	OA (%)	86.69	85.43	87.83	80.05	96.74	96.08
	Kappa	0.822	0.805	0.837	0.733	0.956	0.948
SVM	OA (%)	89.72	89.99	91.79	88.17	99.54	99.66
	Kappa	0.863	0.866	0.890	0.842	0.994	0.995