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Hyperspectral Image Classification on Indian Pines (test)

99.9Overall Accuracy (OA)

SG-DSCNet

Updated 4d ago

Evaluation Results

Method
SG-DSCNet 2025.04	99.9	100	99.76	100	100	100	100	100	100	100	100	99.86	100	100	100	100	96.43	99.75	99.89	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
WCNet 2025.04	99.87	100	100	100	100	100	100	100	100	100	100	99.6	100	100	100	100	96.43	99.75	99.85	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
LGCNet 2025.04	99.85	100	99.92	99.87	100	100	99.56	95.83	100	100	99.78	99.82	100	100	100	100	97.73	99.53	99.83	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
LGCNet 2025.04	99.85	100	99.92	99.87	100	100	99.56	95.83	100	100	99.78	99.82	100	100	100	100	97.73	99.53	99.83	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
LGCNet 2025.04	99.85	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	99.53	99.83	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
EKGNet 2025.04	99.84	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	99.51	99.81	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
JigsawHSI 2022.06	99.74	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	98.11	99.7	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SSRN 2025.04	99.62	100	99.85	99.83	100	99.78	99.81	100	100	0	100	99.62	99.17	100	98.87	100	98.51	93.46	99.57	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SSRN 2025.04	99.62	100	99.85	99.83	100	99.78	99.81	100	100	0	100	99.62	99.17	100	98.87	100	98.51	93.46	99.57	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SSRN 2025.04	99.62	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	93.46	99.57	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DGCNet 2025.04	99.58	100	99.47	99.51	97.65	100	99.88	100	100	100	98.85	99.72	99.56	100	99.87	100	98.3	99.55	99.53	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DGCNet 2025.04	99.58	100	99.47	99.51	97.65	100	99.88	100	100	100	98.85	99.72	99.56	100	99.87	100	98.3	99.55	99.53	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DGCNet 2025.04	99.58	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	99.55	99.53	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SSRN 2026.01	99.19	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	98.93	99.07	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SDHSI-Net 2026.01	99	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	98.71	98.86	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DSXFormer 2026.02	98.91	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	96.3	98.76	100	98.5	98.97	100	95.56	99.02	100	100	64.29	98.82	99.42	99.04	97.9	100	100	89.23	-
3D-SE-DenseNet 2025.04	98.84	95.87	98.82	99.12	94.83	99.86	99.33	97.37	100	100	99.48	98.95	95.75	99.28	99.55	98.7	96.51	98.42	98.6	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
3D-SE-DenseNet 2025.04	98.84	95.87	98.82	99.12	94.83	99.86	99.33	97.37	100	100	99.48	98.95	95.75	99.28	99.55	98.7	96.51	98.42	98.6	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
3D-SE-DenseNet 2025.04	98.84	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	98.42	98.6	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
IGSSMamba 2026.01	98.71	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	98.33	98.53	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SDHSI-Net 2026.01	98.65	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	94.95	98.47	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
HybridSN 2026.01	98.54	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	97.62	98.35	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
3D-CNN 2025.04	98.23	96.88	98.02	97.74	96.89	99.12	99.41	88.89	100	100	100	99.33	97.67	99.64	99.65	96.34	97.92	98.8	97.96	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
3D-CNN 2025.04	98.23	96.88	98.02	97.74	96.89	99.12	99.41	88.89	100	100	100	99.33	97.67	99.64	99.65	96.34	97.92	98.8	97.96	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
3D-CNN 2025.04	98.23	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	98.8	97.96	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FADCNN 2026.02	97.8	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	93.96	86.1	88.26	98.04	97.04	96.03	99.34	99.48	75.72	100	78	96.5	98.49	95.45	99.02	99.48	99.74	82.8	-
GSC-VIT 2026.01	97.12	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	94.34	96.67	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
PyFormer 2026.02	96.67	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	90.36	96.2	93.75	96	98.11	98.19	95.27	98.24	70	100	50	92.65	97.91	95.9	93.01	99.66	96.3	70.77	-
PMCN 2026.02	96.45	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	90.89	95.94	93.75	92.7	98.45	83.13	96.75	99.61	70	100	42.86	94.41	98.31	91.08	100	99.44	98.52	95.38	-
CNN-MRF 2017.05	96.12	86.52	91.46	96.35	96.22	99.48	99.82	78	98.84	100	94.26	96.48	91.85	98.85	98.36	91.54	97.85	94.75	95.78	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DisentangleFormer 2025.12	96.11	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	98.29	95.55	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
WaveFormer 2026.02	95.41	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	86.66	94.76	97.06	91.88	97.91	93.82	93.92	95.26	47.62	99.16	40	91.36	98.53	95.73	86.36	100	95.16	62.86	-
CSSMamba 2026.01	95.39	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	95.82	98.04	83.33	89.69	94.93	97.96	94.13	99.56	92.85	99.77	100	90.34	95.9	95.84	100	98.85	-	100	100
M3D-CNN 2026.01	95.32	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	96.41	94.7	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SwinT 2026.02	94.61	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	85.42	93.84	83.78	94.97	90.76	95.65	96.6	92.15	90.91	99.7	66.67	94.79	93.59	92.29	95.14	98.88	98.48	78.57	-
SVM-3DDWT-GC 2017.05	94.28	82.93	95.56	95.72	95.77	96.54	99.39	0	100	88.89	92.22	98.05	98.31	98.37	99.03	89.91	72.29	87.69	94.85	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SSRN 2026.01	94.19	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	96.88	93.36	100	92.22	94.18	100	92.78	97.97	100	100	100	96.24	90.19	89.69	100	97.47	-	100	99.42
CNN 2017.05	94.05	85.23	90.17	93.43	84.19	98.76	99.43	74.52	98.74	100	91.71	95.59	89.97	98.64	97.88	89.95	96.83	92.97	92.86	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SDHSI-Net 2026.01	93.64	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	74.87	92.75	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
A-SPN 2025.12	93.56	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	84.44	93	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SVM-3DDWT 2017.05	93.19	63.41	89.81	91.97	80.75	96.77	98.78	56	100	94.44	88.44	95.79	94.93	94.57	97.72	79.83	75.9	87.44	92.22	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
MambaHSI 2026.01	92.86	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	95.89	96.74	100	92.14	91.39	98.4	93.9	98.98	92.85	99.77	100	24.8	85.96	92.04	100	98.44	-	98.11	99.71
HyperspectralMAE 2025.12	92.37	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	95.8	91	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
ViT 2026.01	92.3	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	95.68	98.56	100	83.71	89.36	100	95.93	95.5	100	100	100	95.06	90.39	82.09	100	99.67	-	100	99.13
SSTN 2026.01	91.43	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	93.52	97.85	83.33	81.12	86.96	96.45	88.49	93.62	100	100	100	94.96	92.05	86.44	100	97.55	-	100	95.38
3D-CNN 2026.01	91.1	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	91.58	89.98	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
2D CNN 2026.02	90.25	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	93.69	89.18	54.77	96.94	99.46	96.87	94.12	96.81	91.29	93.05	87.59	100	68.57	88.48	100	82.05	100	100	-
RPNet-RF 2025.12	90.23	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	87.12	88.87	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SwinT 2025.12	89.73	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	93.75	88.27	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
2D-CNN 2026.01	89.48	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	86.14	87.96	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
NL-GCNN 2026.02	87.92	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	93.79	86.25	83.09	89.03	100	93.51	94.12	98.18	88.24	78.78	86.7	99.38	94.94	97.27	100	97.44	100	100	-
SVM-GC 2017.05	85.92	95.12	68.48	56.49	77	94.47	97.72	34.42	100	0	75.06	95.47	99.44	98.37	97.45	76.66	98.8	76.91	83.78	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
VIT 2026.02	85.44	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	66.3	83.32	100	67.51	74.47	100	93.43	86.58	100	97.95	0	86.12	90.68	80.79	87.12	96.67	98.28	66.67	-
GCNN 2026.02	85.43	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	91.87	83.42	76.66	86.1	100	93.06	92.06	96.81	88.24	76.8	80.85	99.38	93.89	93.64	100	92.31	100	100	-
SSFTT 2026.01	84.5	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	89.27	82.29	100	79.11	85.06	94.92	93.91	99.57	100	98.4	100	84.87	82.53	67.09	100	85.7	-	100	83.82
ConvNeXt 2026.01	83.54	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	90.39	93.84	100	74.49	80.37	100	92.32	93.33	100	100	100	78.96	74.78	79.92	100	94.2	-	100	97.1
CCF-200 2026.02	82.87	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	89.78	80.59	76.37	77.93	94.57	94.41	91.39	97.04	90.96	69.48	89.01	98.77	93.73	74.55	100	97.44	90.91	100	-
Spectralformer 2025.04	81.76	70.52	81.89	91.3	95.53	85.51	99.32	81.81	75.48	73.76	98.77	93.17	78.48	100	79.49	100	100	87.81	79.19	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Spectralformer 2025.04	81.76	70.52	81.89	91.3	95.53	85.51	99.32	81.81	75.48	73.76	98.77	93.17	78.48	100	79.49	100	100	87.81	79.19	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SpectralFormer 2025.04	81.76	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	87.81	79.19	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SpectraFormer 2025.12	81.76	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	87.81	79.19	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SDMamba 2026.01	81.56	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	90.76	78.96	100	59.87	72.66	97.46	93.45	98.41	100	99.32	100	85.62	73.87	77.22	100	94.61	-	100	99.71
CKI 2025.12	81.21	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	88.77	78.67	73.99	92.6	92.93	85.01	91.97	93.85	70.92	72.5	73.94	96.3	91.24	87.88	97.78	100	100	100	-
CKI 2025.12	80.86	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	88.4	78.22	73.77	83.04	94.02	84.79	91.39	93.85	72.77	74.65	66.13	99.38	92.36	88.18	100	100	100	100	-
ViT 2025.12	80.41	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	82.5	78.76	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Baseline 2025.12	78.15	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	87.38	75.3	66.04	89.29	99.46	85.01	91.39	93.62	70.26	64.19	76.06	95.68	93.89	87.88	95.56	89.74	100	100	-
Baseline 2025.12	78.15	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	87.38	75.3	66.04	89.29	99.46	85.01	91.39	93.62	70.26	64.19	76.06	95.68	93.89	87.88	95.56	89.74	100	100	-
SVM 2017.05	77.02	73.17	62.65	52.88	32.39	91.24	92.09	36	95.58	0	61.44	86.92	76.36	91.85	97.01	48.13	91.57	68.08	73.49	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
FFL 2025.12	75.31	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	85.02	72.06	66.84	80.1	94.02	79.87	88.67	93.62	68.52	64.31	64.89	95.06	90.19	74.24	100	100	100	100	-
SVM-RBF 2026.02	74.24	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	83.8	70.93	71.39	71.05	86.96	91.72	85.8	93.85	75.38	59.88	76.24	96.91	79.58	74.84	97.78	79.49	100	100	-
Adaptor 2025.12	73.5	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	83.36	69.84	68.21	61.73	87.5	78.75	78.62	91.11	62.96	68.78	67.02	96.91	84.81	87.27	100	100	100	100	-
FFL 2025.12	73.45	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	85.17	70.17	58.53	83.29	95.11	82.77	79.34	94.08	61.33	60.26	74.65	98.77	93.17	81.52	100	100	100	100	-
Adaptor 2025.12	73.24	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	82.78	69.65	61.27	83.16	91.3	81.43	80.77	93.17	69.93	66.67	47.7	88.27	83.52	83.94	93.33	100	100	100	-
Finetune 2025.12	72.53	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	83.15	68.92	58.09	76.53	92.39	79.19	78.77	92.26	62.31	65.34	66.31	95.06	87.86	78.79	100	97.44	100	100	-
Finetune 2025.12	72.08	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	81.67	68.23	64.09	72.7	90.22	82.33	75.61	90.66	55.12	65.34	59.22	97.53	91.8	72.42	100	89.74	100	100	-
ONE 2025.12	71.78	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	84.08	68.28	62.21	83.93	93.48	78.3	85.08	92.71	66.56	56.99	68.44	95.68	81.03	78.48	100	100	100	100	-
MTL 2025.12	71.66	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	82.8	68.12	59.1	69.26	86.96	83.67	86.94	94.76	60.46	58.6	70.39	98.15	94.21	64.85	100	97.44	100	100	-
ONE 2025.12	70.58	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	83.14	66.9	61.42	83.93	93.48	84.34	83.36	92.48	49.89	57.73	68.44	97.53	81.91	80.91	100	94.87	100	100	-
MLRsubMLL 2017.05	70.45	95.12	50.04	13.12	15.02	73.04	98.93	37.25	100	0	19.68	88.82	16.51	99.46	99.91	60.52	83.13	56.82	65.43	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
MTL 2025.12	67.56	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	81.93	63.79	55.63	68.11	95.65	83.45	79.2	94.31	63.4	50.95	66.31	94.44	81.83	77.58	100	100	100	100	-
UAN 2025.12	63.49	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	79.43	59.41	48.77	65.69	89.13	78.97	66.86	94.08	66.56	41.52	71.45	91.98	83.04	77.58	97.78	97.44	100	100	-
MLRsub 2017.05	63.12	46.34	40.93	26.24	17.37	70.97	94.37	18.18	96.51	22.22	25.06	78.23	16.51	93.48	99.38	4.32	77.11	50.57	53.13	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
UAN 2025.12	62.74	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	79.21	58.62	56.29	73.09	89.67	73.15	78.05	94.76	54.58	33.46	55.67	96.91	92.12	72.12	100	97.44	100	100	-