Hyperspectral Image Classification on HSI-Benchmark (test)
99.75HRSS AccuracyGabor CNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Gabor CNNParams (M)=7.402026.04 | 99.75 | 52.57 | 66.43 | 72.92 | |
| 3D CNNParams (M)=29.002026.04 | 99.73 | 56.06 | 87.56 | 81.12 | |
| 2D CNNParams (M)=7.502026.04 | 99.71 | 54.42 | 77.39 | 77.17 | |
| 2D CNN (spatial)Params (M)=7.502026.04 | 99.69 | 44.85 | 54.23 | 66.26 | |
| ResNet-18+HyveConvParams (M)=11.002026.04 | 99.67 | 51.43 | 67.12 | 72.74 | |
| SSFTParams (M)=0.522026.04 | 99.56 | 61.72 | 93.33 | 84.87 | |
| EMP CNNParams (M)=7.502026.04 | 99.54 | 52.76 | 61.87 | 71.39 | |
| ResNet-18Params (M)=12.002026.04 | 99.52 | 49.05 | 59.56 | 69.38 | |
| DeepHS-Net+HyveConvParams (M)=0.022026.04 | 98.53 | 57.57 | 75.22 | 77.11 | |
| HiTParams (M)=59.002026.04 | 98.47 | 48.16 | 59.23 | 68.62 | |
| SpectralNETParams (M)=8.302026.04 | 98.38 | 49.25 | 46.33 | 64.65 | |
| DeepHS-NetParams (M)=0.032026.04 | 98.33 | 58.28 | 75.32 | 77.31 | |
| HybridSNParams (M)=50.002026.04 | 97.54 | 48.74 | 73.85 | 73.38 | |
| ResNet-152+HyveConvParams (M)=58.002026.04 | 97.22 | 42.66 | 46.91 | 62.26 | |
| ResNet-152Params (M)=59.002026.04 | 96.27 | 47 | 29.3 | 57.52 | |
| SpectralFormerParams (M)=1.002026.04 | 96.25 | 41.71 | 53.24 | 63.74 | |
| DeepHS-Hybrid-NetParams (M)=1.302026.04 | 95.36 | 55.01 | 82.14 | 77.5 | |
| 1D CNNParams (M)=0.072026.04 | 91.04 | 51.3 | 63.13 | 68.49 | |
| Attention-based CNNParams (M)=2.002026.04 | 89.93 | 44.88 | 50.18 | 61.66 | |
| 2D CNN (spectral)Params (M)=7.502026.04 | 86.73 | 49.27 | 50.47 | 62.15 | |
| SVM2026.04 | 78.85 | 47.1 | 52.57 | 59.5 | |
| MLPParams (M)=0.032026.04 | 71.18 | 44.54 | 50.72 | 55.48 | |
| RNNParams (M)=0.032026.04 | 69.61 | 41.72 | 52.5 | 54.61 | |
| PLS-DA2026.04 | 66.61 | 51.22 | 38.56 | 52.13 |