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Hyperspectral Image Classification on Houston (test)

83.37Accuracy (Healthy Grass)

SimPoolFormer

Updated 1d ago

Evaluation Results

Method	Links
SimPoolFormer 2026.04		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
HybridSN 2026.04		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-Net 2026.06		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-CNN 2026.04		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-SENet 2026.06		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
ConvVitMamba 2026.04		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
ViT 2026.04		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-CNN 2026.06		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-Mamba 2026.06		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
SVM 2026.04		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
MLP 2026.04		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
MorphMamba 2026.04		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-Former 2026.06		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
HybridKAN 2026.04		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-Former 2026.06		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 Kan 2026.06		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
DiffFormer 2026.04		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-CNN 2026.04		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
WaveMamba 2026.04		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