Table 8 The results of five statistical methods.

Classifiers	Statistical methods	1:1	1:2	1:4	1:8	1:16
CNN model	OA	0.681	0.848	0.912	0.939	0.940
	Precision	0.133	0.208	0.254	0.319	0.303
	Recall	0.777	0.540	0.238	0.016	0
	F-Measure	0.227	0.300	0.246	0.031	0.001
	MCC	0.297	0.347	0.269	0.079	0.012
C5.0 model	OA	0.932	0.953	0.970	0.979	0.983
	Precision	0.465	0.581	0.728	0.855	0.949
	Recall	0.845	0.808	0.790	0.780	0.757
	F-Measure	0.600	0.676	0.758	0.816	0.842
	MCC	0.611	0.674	0.750	0.809	0.840
SVM model	OA	0.845	0.892	0.924	0.942	0.945
	Precision	0.260	0.329	0.410	0.521	0.632
	Recall	0.857	0.765	0.608	0.411	0.198
	F-Measure	0.399	0.460	0.490	0.459	0.302
	MCC	0.455	0.488	0.497	0.464	0.354
LR model	OA	0.799	0.859	0.904	0.931	0.940
	Precision	0.212	0.261	0.318	0.393	0.475
	Recall	0.857	0.730	0.513	0.271	0.097
	F-Measure	0.340	0.385	0.392	0.321	0.161
	MCC	0.394	0.426	0.410	0.338	0.221

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