Hyperspectral Image Classification on Houston 10% 2013 (train)

99.56Accuracy (Class 1)MASSFormer

Evaluation Results

Method
MASSFormer2026.04	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
SSFTT2026.04	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-Net2026.04	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
HybridSN2026.04	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
SpectralFormer2026.04	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-CNN2026.04	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-CNN2026.04	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
LGEST2026.03	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
SVM2026.04	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-Mamba2026.04	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
Morphformer2026.03	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-ViT2026.03	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
SVM2026.03	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
HiT2026.03	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
SyCNN2026.03	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
RVT2026.03	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 CNN2026.03	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 ViT2026.03	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
HybridSN2026.03	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
CaiT2026.03	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 ViT2026.03	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
ViT2026.03	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-TMNet2026.03	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