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Hyperspectral Image Classification on Salinas (SA)

99.95Overall Accuracy (OA)

DSXFormer

Updated 1mo ago

Evaluation Results

Method
DSXFormer 2026.02	99.95	99.93	99.95	100	100	100	99.9	99.63	100	99.76	100	100	100	99.73	99.93	100	100	99.96	100
SwinT 2026.02	99.88	99.83	99.87	100	100	100	98.78	99.95	99.64	100	99.95	100	100	99.73	100	100	98.94	99.88	100
PyFormer 2026.02	99.75	99.68	99.72	100	99.93	99.87	98.21	99.39	99.97	100	99.61	100	99.85	99.77	99.55	99.59	100	99.66	100
PMCN 2026.02	99.61	99.59	99.57	99.82	99.75	100	98.22	99.29	99.79	99.97	99.49	99.96	99.86	99.67	99.57	99.87	99.89	99.11	99.93
WaveFormer 2026.02	99.4	99.29	99.33	99.72	99.91	99.72	97.4	98.4	99.94	99.97	99.08	99.95	99.8	99.9	99.83	98.57	99.9	98.77	99.63
C-CS2 2026.04	99.4	99.18	99.33	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SA 2026.04	99.32	99.2	99.24	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
MSA-CS2 2026.04	99.31	99.3	99.23	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SDP 2026.04	99.26	99.06	99.18	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CS2 2026.04	99.23	99.18	99.15	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Add 2026.04	99.04	99.03	98.93	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
C-SDP 2026.04	98.88	98.99	98.76	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
C-Add 2026.04	98.87	99.09	98.75	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CS 2026.04	98.74	98.83	98.6	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
PM 2026.04	98.35	97.55	98.16	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
C-CS 2026.04	98.35	98.53	98.16	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
MSST 2026.04	98.17	97.63	97.97	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
ConvNeXt-T 2025.11	98.09	97.86	98	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
RCNN 2025.11	98.09	98.02	98	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DP 2026.04	97.98	98.02	97.75	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
3D-ConvSST 2025.11	97.35	96.65	97	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CFFN 2026.06	97.25	96.71	97.1	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DE-CFFN 2026.06	96.34	97.67	95.93	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
GM 2026.04	96.27	96.24	95.85	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
S2CAT 2026.04	96.21	97.48	95.78	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
S2CIFT 2026.04	96.1	95.56	95.65	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
WF 2026.04	95.42	95.14	94.9	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SQS 2025.11	95.02	95.37	95	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DF 2026.04	94.67	95.87	94.06	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
MetaFormer 2025.11	94.1	94.22	94	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
VIT 2026.02	93.52	94.48	92.78	99.93	99.69	99.78	85.35	88.67	99.78	100	86.85	100	99.49	99.03	91.49	88.45	82.56	86.57	100
KDM 2026.04	93.22	91.23	92.44	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DBMLLA 2026.04	93.06	95.44	92.28	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
ADGAN 2025.11	92.69	94.23	93	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
NL-GCNN 2026.02	92.28	96.39	89.64	99.69	99.21	99.79	98.29	99.28	99.8	99.04	79.11	97.74	95.01	94.6	100	98.96	99.41	84.26	98.01
DSFormer 2025.11	91.2	89.81	91	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FADCNN 2026.02	90.58	94.56	90.25	88.26	98.04	98.04	97.13	99.13	99.1	99.21	75.72	100	79	95.3	98.34	95.12	98.86	99.23	83.53
GCNN 2026.02	90.37	94.34	89.28	99.59	98.07	91.95	97.84	98.06	99	99.29	82.25	97.11	91.6	90.77	100	98.96	97.35	70.44	97.1
WDM 2026.04	90.35	91.8	89.26	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
2D CNN 2026.02	90.25	93.69	89.18	71.57	99.86	88.89	98.14	98.17	100	97	70.79	99.45	96.19	96.37	100	100	98.33	91.22	93
CCF-200 2026.02	89.72	95.43	88.58	99.49	99.95	99.43	99.33	98.82	99.8	99.66	67.56	99.19	93.8	95.87	99.95	98.15	96.86	80.77	98.18
MM 2026.04	89.56	87.76	88.38	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SSAM 2026.04	89.07	88.59	87.8	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SVM-RBF 2026.02	88.82	94.67	87.57	98.98	99.67	98.7	97.77	98.33	99.72	99.46	70.37	98.59	93.74	94.7	99.89	97.81	97.35	71.53	98.18