Hyperspectral Image Classification on HongHu 10% train samples (test)
99.64Overall Accuracy (OA)VP-Hype
Evaluation results
| Method | Links | |||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VP-HypeTraining samples percentage=10%2026.03 | 99.64 | 99.23 | 99.55 | 99.84 | 99.71 | 99.59 | 100 | 99.62 | 99.84 | 99.5 | 99.23 | 99.82 | 99.48 | 99.55 | 98.46 | 99.56 | 99.24 | 100 | 99.98 | 99.93 | 96.86 | 99.63 | 99.68 | 96.65 | 99.97 | |
| VP-Hypetraining samples=10%2026.03 | 99.64 | 99.23 | 99.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DBCTTraining samples percentage=10%2026.03 | 99.14 | 98.07 | 98.91 | 98.27 | 97.44 | 99.01 | 99.69 | 98.32 | 99.47 | 98.81 | 98.38 | 99.71 | 98.53 | 98.77 | 98.42 | 98.48 | 99.02 | 98.18 | 98.59 | 99.47 | 95.16 | 90.11 | 99 | 90.77 | 96.76 | |
| DBCTtraining samples=10%2026.03 | 99.14 | 98.07 | 98.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LSGATraining samples percentage=10%2026.03 | 99.02 | 97.54 | 98.75 | 99.54 | 96.82 | 98.23 | 99.65 | 99.14 | 99.34 | 98.01 | 96.59 | 99.82 | 99.94 | 97.75 | 96.98 | 97.63 | 98.9 | 97.96 | 99.16 | 99.32 | 96.56 | 99.51 | 97.48 | 91.62 | 98.08 | |
| LSGAtraining samples=10%2026.03 | 99.02 | 97.54 | 98.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MASSFormerTraining samples percentage=10%2026.03 | 98.14 | 96.25 | 97.65 | 98.99 | 97.25 | 98.87 | 99.31 | 94.76 | 99.11 | 97.15 | 94.16 | 99.77 | 98.03 | 95.53 | 98.15 | 94.73 | 98.48 | 98.51 | 97.03 | 98.86 | 95.9 | 95.61 | 93.85 | 87.52 | 88.02 | |
| MASSFormertraining samples=10%2026.03 | 98.14 | 96.25 | 97.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HybridSNTraining samples percentage=10%2026.03 | 96.76 | 92.5 | 96.77 | 98.46 | 75.45 | 95.61 | 99.4 | 88.93 | 98.41 | 95.77 | 93.72 | 97.91 | 93.73 | 91.88 | 92.17 | 94.22 | 92.83 | 87.59 | 97.3 | 92.21 | 89.72 | 91.73 | 89.22 | 83.35 | 95.38 | |
| ViTTraining samples percentage=10%2026.03 | 96.76 | 92.5 | 96.77 | 97.84 | 87.22 | 94.98 | 98.48 | 84.61 | 98.6 | 92.5 | 87.5 | 97.91 | 92.9 | 88.1 | 91.23 | 91.7 | 91.74 | 94.02 | 97.69 | 95.59 | 93.51 | 91.34 | 86.62 | 84.24 | 88.9 | |
| HybridSNtraining samples=10%2026.03 | 96.76 | 92.5 | 96.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ViTtraining samples=10%2026.03 | 96.76 | 92.5 | 96.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HSIMAETraining samples percentage=10%2026.03 | 96.24 | 92.99 | 96.18 | 97.4 | 88.87 | 95.84 | 98.13 | 78.73 | 98.81 | 94.1 | 87.53 | 98.14 | 94.97 | 91.95 | 92.8 | 92.68 | 95.31 | 94.56 | 98.14 | 96.94 | 90.37 | 95.63 | 88.67 | 85.15 | 91.16 | |
| HSIMAEtraining samples=10%2026.03 | 96.24 | 92.99 | 96.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |