Table 12.

Classification result (%) on Indian pines dataset.

Class	HybridSN	SSRN	BS2T	SF	MorphFormer	FouriorFormer	GSC-ViT	GAHT	Proposed
C1	6.66	9.60	4.54	4.54	56.81	31.81	20.45	11.11	73.08
C2	74.58	93.80	93.94	74.50	93.14	94.54	93.73	88.80	93.30
C3	79.37	99.61	77.50	64.38	92.77	97.97	96.07	94.78	97.18
C4	56.08	75.55	55.70	16	90.22	87.55	92.0	84.78	92.95
C5	96.80	97.38	95.25	92.37	100	97.38	97.60	98.93	98.16
C6	98.87	98.84	99.71	95.23	97.69	96.96	98.26	98.87	99.84
C7	70.37	20.41	21.08	3.70	66.66	22.03	96.42	94.18	97.26
C8	100	99.11	100	97.35	99.33	100	97.13	100	100
C9	36.84	10.87	11.66	5.26	36.84	20.98	21.05	78.94	80.05
C10	86.00	93.49	75.88	68.25	93.39	97.29	96.20	94.16	97.82
C11	83.16	97.94	88.16	83.49	95.24	98.92	98.11	96.93	99.09
C12	69.21	90.76	78.73	35.70	83.83	93.07	88.80	88.17	96.62
C13	93.46	86.66	99.49	93.33	98.46	84.61	91.28	98.49	98.37
C14	92.99	99.08	99.91	95.67	99.75	98.16	100	99.91	99.91
C15	76.47	95.09	80.86	54.22	92.37	90.73	91.00	95.98	99.13
C16	74.44	76.13	82.02	73.86	69.31	53.40	55.68	61.11	91.66
OA	83.66	94.994	87.91	76.60	94.30	95.51	95.09	94.36	97.60
AA	74.70	77.77	72.7	59.86	85.36	79.09	83.36	86.57	94.65
Kappa	0.814	0.938	0.861	0.729	0.934	0.948	0.943	0.935	0.972
Params	1.17 (M)	140.60 (K)	1.35 (M)	121.59 (K)	141.6 (K)	705.84 (K)	1.03 (M)	1.06 (M)	0.97 (M)
MACs	65.35 (M)	47.09 (M)	14.70 (M)	3.42 (M)	6.00 (M)	78.42 (M)	117.36 (M)	127.17 (M)	1.24 (M)
TR Time (s)	56.50	90.70	117.88	54.40	123.7	110.81	135.21	105.98	120.19
TS Time (s)	9.89	20.28	5.39	5.60	10.61	3.74	15.33	8.80	15.43