Table 13.

Classification result (%) on KSC Dataset.

Class	HybridSN	SSRN	BS2T	SF	MorphFormer	FouriorFormer	GSC-ViT	GAHT	Proposed
C1	98.68	99.29	100	99.71	100	99.86	99.44	100	100
C2	96.34	99.11	100	97.78	100	100	96.96	100	100
C3	96.52	97.89	100	94.11	99.17	98.76	99.17	100	100
C4	88.98	99.14	99.14	89.31	77.82	98.32	78.66	96.23	92.46
C5	94.48	76.66	80.66	73.33	77.12	56.20	45.09	79.08	100
C6	83.49	99.06	99.53	89.67	85.77	100	94.49	99.54	97.70
C7	100	100	100	98.96	100	81.0	84.0	99.0	100
C8	100	100	99.75	99.75	99.75	100	100	100	100
C9	100	100	100	100	100	100	99.79	100	100
C10	100	100	100	100	100	100	100	100	100
C11	100	100	99.48	99.74	100	100	100	100	100
C12	100	100	100	99.57	91.42	100	99.16	100	100
C13	100	100	100	100	100	100	100	100	100
OA	98.03	98.94	99.27	97.66	96.70	98.10	96.34	99.13	99.53
AA	96.80	97.78	98.35	95.53	94.69	94.93	92.06	97.98	99.24
Kappa	0.978	0.988	0.991	0.974	0.963	0.978	0.959	0.990	0.994
Params	534.27 (K)	141.21 (K)	1.36 (M)	121.18 (K)	139.9 (K)	701.75 (K)	9.09 (M)	1.05 (M)	0.95 (M)
MACs	16.11 (M)	32.77 (M)	14.71 (M)	3.42 (M)	5.98 (M)	78.40 (M)	116.01 (M)	125.39 (M)	1.23 (M)
TR Time (s)	36.51	50.10	90.68	47.19	60.5	63.8	100.10	72.95	92.58
TS Time (s)	3.9	4.87	5.14	3.87	4.60	5.01	6.90	4.05	7.1