Table 10.

Classification result (%) on Pavia University Dataset.

Class	HybridSN	SSRN	BS2T	SF	MorphFormer	FouriorFormer	GSC-ViT	GAHT	Proposed
C1	94.18	97.54	96.13	95.11	90.73	98.81	96.02	95.87	98.21
C2	99.84	99.98	99.81	99.97	99.85	100	99.26	99.75	99.90
C3	87.15	94.89	53.99	66.98	69.58	83.01	86.42	84.88	93.53
C4	84.70	93.40	92.15	82.45	81.70	82.65	90.20	83.18	93.73
C5	100	99.77	99.84	97.37	98.87	99.39	99.62	99.92	98.93
C6	97.24	95.84	99.15	92.56	99.23	100	99.73	100	100
C7	91.41	86.94	68.18	53.37	89.97	96.96	99.54	99.16	99.76
C8	71.98	84.66	96.62	64.41	80.24	98.49	89.60	97.61	96.86
C9	96.15	58.48	93.27	68.51	65.84	86.65	87.51	71.29	94.18
OA	94.21	95.74	94.96	90.19	92.80	97.20	96.46	96.43	98.47
AA	91.41	90.17	88.79	80.08	86.22	93.99	94.21	92.41	97.23
Kappa	0.923	0.943	0.933	0.901	0.903	0.962	0.953	0.952	0.979
Params	795.9 (K)	198.52 (K)	1.35 (M)	194.1(K)	141.1 (K)	713.67 (K)	0.77 (M)	1.06 (M)	0.9 (M)
MACs	31.88 (M)	46.15 (M)	16.78 (M)	12.47(M)	5.97 (M)	110.32 (M)	49.64 (M)	177.62 (M)	0.63 (M)
TR Time (s)	54.89	84.65	412.66	63.29	135.89	190.13	150.96	152.66	101.27
TS Time (s)	8.60	13.69	80.79	22.82	16.58	40.65	16.05	23.43	27.16