Hyperspectral Image Classification on Houston (test)

83.37Accuracy (Healthy Grass)SimPoolFormer

Evaluation results

Method
SimPoolFormer2026.04	83.37	87.4	80.49	91.8	98.55	99.08	75.47	72.75	76.92	56.72	70.93	82.4	92.54	99.52	92.42	81.66	84.06	80.28
HybridSN2026.04	81.82	82.53	89.72	91.73	99.82	93.71	86.6	68.5	77.66	52.32	71.68	74.98	84.49	99.43	87.34	80.34	82.82	78.73
Mixer-Net2026.06	81.77	81.58	98.42	91.29	99.91	95.8	88.71	73.6	76.02	38.42	70.59	85.01	86.32	98.38	100	81.23	84.42	79.63
3D-CNN2026.04	81.74	85.84	96.12	93.06	99.96	94.13	86.32	76.06	72.54	48.91	77.57	75.95	86.25	99.92	99.22	82.02	84.91	80.54
Mixer-SENet2026.06	81.58	83.83	99.8	89.02	100	95.1	94.31	78.35	77.43	44.69	66.98	86.07	82.11	100	99.37	82.47	85.21	81.03
ConvVitMamba2026.04	81.48	85.54	99.42	91.55	99.97	96.18	89.81	73.34	78.77	52.91	72.65	84.75	86.61	99.91	99.51	83.3	86.16	81.91
ViT2026.04	81.39	82.57	71.88	86.07	98.16	59.86	80.19	63.66	78.44	46.48	60.13	58.78	76.95	97.73	47.15	72.98	72.63	70.76
3D-CNN2026.06	81.39	85.15	94.46	92.71	99.81	97.9	91.88	69.61	70.07	55.5	72.68	56.58	92.28	100	95.35	80.13	83.72	78.42
Morph-Mamba2026.06	81.1	83.74	70.69	83.52	99.81	74.13	83.12	69.52	71.29	40.35	66.22	73.87	72.28	93.12	90.91	76.04	76.87	74.08
SVM2026.04	81.07	49.78	69.13	84	97.65	61.61	82.05	36.79	71.71	38.45	55.4	39.43	82.81	95.38	48.2	64.42	66.23	61.54
MLP2026.04	80.97	74.97	58.99	82.2	93.25	66.08	79.5	64.17	71.18	45.09	61.22	75.01	64.67	94.9	59.81	71.92	71.47	69.62
MorphMamba2026.04	80.84	77.84	78.37	80.87	96.95	73.43	83.35	50.38	67.54	43.97	61.34	69.14	67.37	92.71	81.45	72.36	73.7	70.09
HSI-Former2026.06	80.72	85.15	79.8	88.92	99.15	76.92	90.95	66.95	74.22	44.31	74	57.25	86.32	100	83.3	77.38	79.18	75.48
HybridKAN2026.04	80.34	76.41	80.59	88.07	95.17	83.92	81.16	60.87	74.69	43.34	70.02	71.37	83.16	76.11	81.61	75.13	76.46	73.08
Simpool-Former2026.06	80.25	85.15	73.07	90.34	98.39	98.6	72.01	68.47	73.18	49.52	66.32	80.4	87.72	100	89.43	77.82	80.93	76.13
Hybrid Kan2026.06	80.15	76.41	81.19	88.92	94.89	86.71	79.85	63.34	73.65	42.47	69.26	72.91	83.51	76.11	79.49	75.27	76.64	73.12
DiffFormer2026.04	80.13	79.26	65.5	79.49	95.67	73.15	78.26	56.93	68.92	45.58	59.54	64.24	66.67	95.75	65.77	70.89	71.66	68.54
2D-CNN2026.04	79.64	84.3	65.84	86.18	97.17	56.15	79.55	62.12	72.56	46.25	67.25	71.8	81.89	96.07	60.63	74.22	73.83	72.11
WaveMamba2026.04	78.84	76.69	71.13	80.32	94.41	45.87	73.25	53.58	67.38	38.8	53.66	63.88	78.18	91.66	43.26	67.77	67.4	65.14