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HSI Classification on Salinas

100Class 1 Accuracy2D-CNN

Evaluation results

Method	Links
2D-CNN2026.04		100	100	99.49	85.15	97.35	100	99.86	84.43	100	97.28	92.32	99.41	98.36	94.3	72.56	97.4	91.64	94.81	91.8	14.1988	3.08
3D-CNN2026.04		100	100	95.6	96.63	97.31	100	95.89	88.31	100	93.44	93.54	97.66	97.6	97.85	83.64	99.45	94.01	96.06	93.34	9.3837	6.75
Tri-CNN2026.04		100	100	93.67	82.78	95.07	99.97	99.86	86.88	99.61	95.52	93.91	79.45	100	22.71	81.04	99.89	91.09	89.4	90.08	18.3734	1.18
HybridnSN2026.04		100	99.81	99.6	92.9	100	100	99.94	87.84	100	97.8	99.63	97.87	20.74	94.11	90.18	98.06	94.2	92.41	93.54	11.7474	1.52
Swin T.2026.04		100	99.92	99.85	96.41	98.62	99.87	99.89	84.94	100	99.91	98.97	97.87	93.23	88.79	82	92.97	93.59	95.83	92.86	12.1933	1.25
MixerCA2026.04		100	100	99.9	98.92	99.93	100	99.83	95.87	100	98.2	98.88	99.43	91.16	95.7	93.13	99.94	97.87	98.18	97.53	—	—
ViT2026.04		99.95	99.97	100	77.12	99.96	99.9	97.88	84.86	100	98.11	72.57	99.07	50.11	98.79	91.98	94.19	93.28	91.53	92.52	12.2389	1.21
PMI-CNN2026.04		99.65	100	98.89	95.12	98.06	100	99.97	82.76	100	97.77	81.27	97.15	69.65	99.16	79.88	98.78	92.26	93.63	91.38	24.7446	1.24
MLP2026.04		99.45	99.6	90.33	98.42	88.83	99.82	99.47	73.26	99.82	84.9	86.89	93.31	83.52	80.75	63.46	93.08	86.43	89.37	84.34	24.8596	1.16
SVM2026.04		99.35	99.54	97.72	97.99	95.67	99.49	99.66	71.55	99.24	89.29	76.31	99.27	88.65	76.17	51.82	96.79	85.57	89.89	83.27	17.2192	2.34