Hyperspectral Image Classification on QUH-Tangdaowan (TD)
98.84Overall Accuracy (OA)CS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CSMethod Group=Proposed2026.04 | 98.84 | 98.68 | 97.23 | |
| C-AddMethod Group=Proposed2026.04 | 98.74 | 98.56 | 96.27 | |
| AddMethod Group=Proposed2026.04 | 98.69 | 98.51 | 96.51 | |
| C-CSMethod Group=Proposed2026.04 | 98.6 | 98.41 | 97.42 | |
| C-CS2Method Group=Proposed2026.04 | 98.58 | 98.38 | 95.51 | |
| SAMethod Group=Proposed2026.04 | 98.52 | 98.32 | 93.82 | |
| MSA-CS2Method Group=Proposed2026.04 | 98.52 | 98.31 | 95.8 | |
| SDPMethod Group=Proposed2026.04 | 98.51 | 98.3 | 95.88 | |
| C-SDPMethod Group=Proposed2026.04 | 98.43 | 98.21 | 95.41 | |
| DPMethod Group=Proposed2026.04 | 98.41 | 98.19 | 93.9 | |
| CS2Method Group=Proposed2026.04 | 98.39 | 98.17 | 94.92 | |
| MSSTMethod Group=Transformers2026.04 | 97.42 | 97.06 | 92.71 | |
| GMMethod Group=State Space Models2026.04 | 97.01 | 96.6 | 95.04 | |
| S2CIFTMethod Group=Transformers2026.04 | 96.44 | 95.95 | 91.14 | |
| WFMethod Group=Transformers2026.04 | 96.36 | 95.86 | 91.31 | |
| S2CATMethod Group=Transformers2026.04 | 95.79 | 95.21 | 92.75 | |
| SS-MixNetParameters=140,914, FLOPs=1,932,831, MACs=771,408, Supervision setting=1% labeled data2025.11 | 95.68 | — | — | |
| KDMMethod Group=State Space Models2026.04 | 95.3 | 94.64 | 85.61 | |
| DBMLLAMethod Group=State Space Models2026.04 | 95.15 | 94.47 | 84.25 | |
| PMMethod Group=State Space Models2026.04 | 94.03 | 93.18 | 69.95 | |
| DFMethod Group=Transformers2026.04 | 93.77 | 92.91 | 85.73 | |
| WDMMethod Group=State Space Models2026.04 | 93.26 | 92.31 | 79.29 | |
| SSAMMethod Group=State Space Models2026.04 | 93.16 | 92.18 | 82.93 | |
| MMMethod Group=State Space Models2026.04 | 91.25 | 90 | 78.04 |