Hyperspectral Image Classification on Salinas 0.5% (train)
100Performance Score 1MASSFormer
Evaluation Results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MASSFormertraining samples ratio=0.5%2026.04 | 100 | 100 | 100 | 96.87 | 100 | 98.95 | 99.89 | 97.9 | 100 | 99.76 | 99.7 | 99.92 | 88.34 | 93.62 | 91.59 | 99.99 | 97.92 | 97.91 | 97.68 | |
| SS-Mambatraining samples ratio=0.5%2026.04 | 100 | 100 | 99.94 | 99.83 | 98.25 | 99.99 | 99.97 | 90.58 | 100 | 99.49 | 99.72 | 100 | 99.92 | 99.88 | 95.01 | 99.8 | 97.21 | 98.9 | 96.9 | |
| SSFTTtraining samples ratio=0.5%2026.04 | 99.97 | 99.88 | 100 | 99.24 | 98.54 | 99.85 | 99.53 | 93.31 | 99.55 | 98.54 | 100 | 99.29 | 96.31 | 96.82 | 89.82 | 99.47 | 96.78 | 98.13 | 96.41 | |
| 2D-CNNtraining samples ratio=0.5%2026.04 | 99.88 | 96.3 | 89.73 | 88.31 | 97.88 | 73.46 | 89.63 | 80.96 | 70.98 | 84.65 | 90.96 | 91.46 | 85.65 | 73.71 | 87.52 | 96.16 | 85.32 | 87.4 | 83.97 | |
| HybridSNtraining samples ratio=0.5%2026.04 | 99.62 | 99.99 | 98.75 | 81.12 | 98.62 | 98.96 | 98.26 | 95.81 | 100 | 98.87 | 87.69 | 98 | 85.18 | 95.04 | 94.8 | 97.79 | 96.82 | 95.53 | 96.46 | |
| SCT-Nettraining samples ratio=0.5%2026.04 | 99.1 | 100 | 100 | 99.93 | 99.1 | 99.47 | 98.99 | 98.22 | 100 | 98.28 | 98.4 | 100 | 92.65 | 99.06 | 96.74 | 98.39 | 98.67 | 98.64 | 98.52 | |
| 3D-CNNtraining samples ratio=0.5%2026.04 | 96.13 | 99.69 | 88.35 | 97.31 | 94.65 | 99.69 | 99.41 | 75.61 | 95.96 | 89.81 | 62.87 | 99.06 | 99.65 | 96.22 | 69.73 | 74.48 | 87.09 | 89.91 | 85.64 | |
| SpectralFormertraining samples ratio=0.5%2026.04 | 93.14 | 98.75 | 93.57 | 90.39 | 81.2 | 99.9 | 98.69 | 80.56 | 94.67 | 88.43 | 75.72 | 97.37 | 96.48 | 92.71 | 77.63 | 74.77 | 88.17 | 89.62 | 86.85 | |
| SVMtraining samples ratio=0.5%2026.04 | 48.48 | 61.53 | 78.39 | 61.54 | 94.04 | 87.76 | 86.21 | 91.12 | 98.33 | 61.52 | 67 | 59.61 | 96.45 | 88.61 | 68.4 | 98.72 | 73.26 | 67.15 | 69.16 |