Hyperspectral Image Classification on Houston 1.0 (test)
82.53Overall Accuracy (OA)SDMamba
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SDMamba2026.04 | 82.53 | 80.19 | 81.08 | |
| SS-ConvNeXt2026.04 | 82.21 | 83.6 | 80 | |
| Unmixing-Guided Spatial-Spectral MambaAblation=W/O Top-K2026.04 | 82.11 | 79.68 | 80.63 | |
| Unmixing-Guided Spatial-Spectral MambaAblation=W/O Variability2026.04 | 82.11 | 79.68 | 80.63 | |
| Unmixing-Guided Spatial-Spectral Mamba2026.04 | 82 | 79.54 | 81.26 | |
| Unmixing-Guided Spatial-Spectral MambaAblation=W/O Pos_cls2026.04 | 81.9 | 78.76 | 80.39 | |
| S2VNet2026.04 | 81 | 80 | 77.81 | |
| DSNet2026.04 | 80.92 | 81.27 | 79.35 | |
| MambaHSI2026.04 | 80.6 | 82.4 | 79.15 | |
| Unmixing-Guided Spatial-Spectral MambaAblation=W/O Pos_um2026.04 | 80.37 | 76.9 | 78.74 | |
| SFMamba2026.04 | 79.82 | 80.29 | 78.16 | |
| SSRN2026.04 | 77.86 | 67 | 76.2 | |
| Random Forest2026.04 | 77.44 | 76.12 | 75.57 | |
| SSTN2026.04 | 49.81 | 46.09 | 45.61 |