Hyperspectral Image Classification on Salinas Scene (10% train)
99.99OAVP-Hype
Evaluation Results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VP-Hypetraining samples=10%2026.03 | 99.99 | 99.99 | 99.99 | 100 | 100 | 100 | 100 | 99.96 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | |
| VP-Hypetraining samples=10%2026.03 | 99.99 | 99.99 | 99.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HybridSNTraining Samples=10%2021.04 | 99.98 | 99.98 | 99.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SpectralNETTraining Samples=10%2021.04 | 99.96 | 99.96 | 99.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LoLAtraining samples=10%2026.03 | 99.87 | 99.49 | 99.71 | 100 | 100 | 100 | 100 | 99.59 | 100 | 100 | 100 | 100 | 99.8 | 100 | 100 | 100 | 100 | 95.69 | 100 | |
| LoLAtraining samples=10%2026.03 | 99.87 | 99.49 | 99.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FuSENetTraining Samples=10%2021.04 | 99.23 | 99.42 | 99.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MADANettraining samples=10%2026.03 | 99.17 | 98.34 | 99.12 | 99.64 | 98.95 | 98.9 | 97.58 | 99.02 | 98.01 | 99.34 | 97.77 | 98.23 | 95.91 | 98.86 | 99.23 | 100 | 99.34 | 98.49 | 98.36 | |
| MADANettraining samples=10%2026.03 | 99.17 | 98.34 | 99.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSFTTtraining samples=10%2026.03 | 98.61 | 98.46 | 98.97 | 99.34 | 100 | 99.89 | 99.34 | 99.5 | 98.31 | 99.91 | 97.8 | 100 | 99.81 | 98.77 | 99.89 | 97.02 | 98.96 | 95.52 | 99.49 | |
| SSFTTtraining samples=10%2026.03 | 98.61 | 98.46 | 98.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| A2MFEtraining samples=10%2026.03 | 98.56 | 97.35 | 98.72 | 99.46 | 97.28 | 97.99 | 95.67 | 98.85 | 98.31 | 95.76 | 97.82 | 97.56 | 95.23 | 97.45 | 98.34 | 99.21 | 98.12 | 94.55 | 93.23 | |
| A^2MFEtraining samples=10%2026.03 | 98.56 | 97.35 | 98.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HiTtraining samples=10%2026.03 | 97.83 | 97.58 | 98.87 | 100 | 99.75 | 100 | 99.85 | 97.59 | 99.92 | 100 | 95.81 | 100 | 98.19 | 99.42 | 99.84 | 100 | 99.42 | 92.53 | 99.66 | |
| HiTtraining samples=10%2026.03 | 97.83 | 97.58 | 98.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HybridSNtraining samples=10%2026.03 | 97.05 | 96.72 | 97.52 | 99.3 | 99.96 | 98.16 | 98.05 | 98.42 | 98.67 | 98.96 | 92.7 | 98.53 | 95.44 | 98.08 | 99.33 | 99.02 | 98.21 | 92.29 | 80.43 | |
| HybridSNtraining samples=10%2026.03 | 97.05 | 96.72 | 97.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LANettraining samples=10%2026.03 | 96.67 | 96.39 | 97.12 | 98.32 | 98.64 | 95.09 | 98.01 | 98.73 | 98.86 | 97.04 | 96.49 | 93.11 | 94.27 | 97.19 | 98.42 | 98.58 | 98.07 | 92.46 | 90.11 | |
| LANettraining samples=10%2026.03 | 96.67 | 96.39 | 97.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3D-CNNTraining Samples=10%2021.04 | 95.93 | 94.36 | 94.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 2D-CNNTraining Samples=10%2021.04 | 95.53 | 94.84 | 96.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| M3D-CNNTraining Samples=10%2021.04 | 94.99 | 95.4 | 96.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SVMTraining Samples=10%2021.04 | 87.21 | 92.99 | 94.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |