Hyperspectral Image Classification on Pavia University 1.0 (test)
98.59Overall AccuracySDMamba
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SDMamba2026.04 | 98.59 | 97.92 | 98.14 | |
| Unmixing-Guided Spatial-Spectral Mamba2026.04 | 98.33 | 97.88 | 97.97 | |
| Unmixing-Guided Spatial-Spectral MambaAblation=W/O Top-K2026.04 | 98.06 | 97.11 | 97.43 | |
| Unmixing-Guided Spatial-Spectral MambaAblation=W/O Variability2026.04 | 98.06 | 97.11 | 97.43 | |
| Unmixing-Guided Spatial-Spectral MambaAblation=W/O Pos_cls2026.04 | 97.92 | 96.43 | 97.24 | |
| S2VNet2026.04 | 96.9 | 93.8 | 95.58 | |
| MambaHSI2026.04 | 96.62 | 97.06 | 95.56 | |
| SFMamba2026.04 | 96.46 | 93.54 | 95.28 | |
| SSRN2026.04 | 96.43 | 95.96 | 95.54 | |
| DSNet2026.04 | 96.36 | 95.42 | 96.32 | |
| SS-ConvNeXt2026.04 | 96.14 | 95.55 | 95.95 | |
| SSTN2026.04 | 96.13 | 92.93 | 94.85 | |
| Unmixing-Guided Spatial-Spectral MambaAblation=W/O Pos_um2026.04 | 95.55 | 95.11 | 94.1 | |
| Random Forest2026.04 | 83.33 | 75.61 | 77.02 |