Table 12.

Classification results of different models in University of Pavia.

	2D-CNN	M3D-DCNN	HybridSN	Model A	Model B	R-HybridSN
1	96.88	90.56	95.72	95.40	96.53	96.94
2	99.01	89.47	99.68	99.36	99.00	99.69
3	75.08	59.11	84.38	87.60	78.59	87.17
4	87.74	93.25	87.70	89.16	87.71	89.15
5	98.17	93.66	98.99	99.50	98.86	99.51
6	75.51	69.63	96.82	96.59	94.68	98.44
7	61.32	65.71	84.42	94.37	94.66	95.82
8	80.61	78.35	89.18	88.08	84.25	93.28
9	97.97	94.41	71.71	79.51	81.28	77.82
Kappa	0.881 ± 0.008	0.798 ± 0.016	0.935 ± 0.011	0.941 ± 0.013	0.927 ± 0.097	0.955 ± 0.007
OA(%)	91.13 ± 0.55	84.63 ± 1.21	95.09 ± 0.80	95.55 ± 0.99	94.50 ± 0.72	96.59 ± 0.50
AA(%)	85.81 ± 1.48	81.57 ± 1.79	89.84 ± 1.93	92.17 ± 1.91	90.62 ± 1.79	93.09 ± 1.20