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Hyperspectral Image Classification on Houston 10% 2013 (train)

99.56Accuracy (Class 1)

MASSFormer

Updated 1mo ago

Evaluation Results

Method
MASSFormer 2026.04	99.56	99.52	99.51	99.48	99.65	99.68	100	100	99.32	97.75	99.82	99.3	100	99.55	99.28	100	99.23	100
SSFTT 2026.04	99.47	99.41	99.45	99.36	99.83	99.04	99.29	100	100	97.72	97.86	99.67	100	99.28	99.32	98.82	100	99.69
SCT-Net 2026.04	99.29	99.65	99.52	99.62	99.91	99.84	100	100	99.32	98.69	100	100	100	100	99.64	96.45	99.74	100
HybridSN 2026.04	98.85	98.8	98.93	98.71	99.73	99.84	96.07	99.47	100	97.63	97.65	98.67	99	99.28	99.46	98.1	100	99.49
SpectralFormer 2026.04	98.68	97.4	97.1	97.21	98.97	99.49	99.72	99.72	96.38	96.01	96.59	94.17	98.95	97.81	97.04	85.96	100	99.96
2D-CNN 2026.04	94.02	89.05	87.82	88.15	96.3	89.73	98.31	97.88	73.46	89.62	80.96	70.98	84.65	90.96	91.46	85.65	73.71	99.52
3D-CNN 2026.04	93.72	93.73	93.56	93.63	94.91	95.54	94.91	100	90.06	91.84	80.36	93.58	94.28	92.64	94.37	90.97	94.58	99.65
LGEST 2026.03	93.69	95.86	95.88	95.53	94.77	98.34	91.71	99.84	93.59	92.9	97.7	91.57	97.72	98.36	97.53	95.97	99.97	97.66
SVM 2026.04	93.65	80.92	79.61	79.33	97.29	96.87	93.66	98.3	84.25	82.65	56.61	73.91	83.51	68.97	60.72	27.69	93.25	99.66
SS-Mamba 2026.04	93.47	94.93	95.3	94.52	97.45	100	99.41	98.22	94.49	94.46	81.1	93.17	99.75	96.03	90.64	91.25	100	100
Morphformer 2026.03	92.63	95.34	94.92	94.96	93.44	98.48	93.93	99.21	90.48	94.29	94.79	91.72	97.93	98.15	95.42	93.17	98.84	97.53
GSC-ViT 2026.03	91.79	95.44	94.74	95.07	93.66	98.16	94.24	99.83	88.23	94.54	95.05	93.16	98.01	96.88	96.6	92.41	98.45	97.3
SVM 2026.03	90.94	71.83	70.49	69.47	96.56	59.63	93.87	90.97	89.94	68.2	54.07	62.16	38.44	63.58	36.27	0	85.3	98.52
HiT 2026.03	89.26	90.14	90.39	89.34	85.94	98.1	79.25	98.67	85.5	81.33	90.58	82.96	94.87	95.52	93.74	91.75	98.6	96.96
SyCNN 2026.03	89.17	87.95	88.15	86.98	88.74	96.47	85.06	97.17	84.19	84.58	84.39	82.5	93.28	79.45	91.82	77.29	96.81	90.98
RVT 2026.03	88.36	90.42	91.08	89.65	89.5	97.5	84.97	99.44	84.47	85.91	93.39	85.93	91.26	90.8	89.46	83.28	99.04	95.91
3D CNN 2026.03	86.75	84.78	85.13	83.55	84.53	97.33	84.62	92.38	85.74	82.74	78.83	79.24	82	77.36	86.48	79.6	93.9	91.62
Deep ViT 2026.03	86.5	86.07	86.24	84.93	76.7	97.51	76.68	98.47	83.03	79.15	84.78	81.16	90.18	84.94	89.57	86.16	95.27	94.59
HybridSN 2026.03	83.54	79.49	80.25	77.85	83.45	93.32	78.82	91.79	85.82	74.68	81.37	48.18	83.08	66.87	84.45	63.93	81.82	75.1
CaiT 2026.03	83.41	80.81	80.2	79.22	66.97	97.05	66.24	95.78	81.36	77.26	77.97	75.09	88.38	82.05	82.57	63.08	91.77	90.32
Cross ViT 2026.03	80.08	81.59	82.52	80.09	67.29	97.08	65.14	97.19	85.25	78.35	78.67	73.85	90.75	82.29	84.05	77.7	93.82	93.41
ViT 2026.03	79.78	72.3	71.27	70.01	63.64	95.24	64.98	87.35	79.63	76.11	68.37	68.85	72.94	64.59	66.68	29.73	82.64	75.32
SS-TMNet 2026.03	78.82	90	90.17	89.18	87.15	97.34	88.98	94.14	89.13	90.38	88.29	85	91.75	92.39	90.35	90.19	98.89	96.35