Hyperspectral Classification on WHU-Hi Hanchuan (test)
99.76Average AccuracyDSCC
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DSCC2026.04 | 99.76 | 99.75 | 99.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| S2Mamba2026.04 | 99.46 | 99.59 | 99.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSEFN2026.04 | 99.15 | 99.37 | 99.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSTC2026.04 | 98.85 | 99.09 | 98.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HGFNet2026.03 | 98.7168 | 99.2373 | 99.1074 | 99.7183 | 99.6396 | 99.7472 | 99.7385 | 99.6666 | 96.1606 | 99.9322 | 98.5426 | 98.0566 | 99.9239 | 96.4163 | 99.5108 | 97.6305 | 99.2564 | 95.5985 | 99.931 | |
| MSSTPara=2114128, Train (s)=232.86, Test (s)=52.85, Flops=19998722025.04 | 98.6722 | 99.2661 | 99.1413 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CVSSN2026.04 | 98.2 | 98.68 | 98.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MambaHSI2026.04 | 97.31 | 98.22 | 97.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DCNNPara=15808224, Train (s)=119.54, Test (s)=10.35, Flops=157327362025.04 | 97.0987 | 98.2402 | 97.9417 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSSAN2026.04 | 96.64 | 97.99 | 97.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HViT2026.03 | 96.1305 | 98.0048 | 97.6654 | 99.3383 | 98.1629 | 98.6 | 99.5517 | 99.1666 | 86.4518 | 94.9186 | 95.0606 | 98.2044 | 98.5545 | 98.829 | 96.7934 | 90.3905 | 98.2112 | 86.4436 | 99.4111 | |
| SF2026.03 | 95.7516 | 97.8557 | 97.4911 | 98.4307 | 99.2001 | 94.3807 | 99.8879 | 97.8333 | 92.6301 | 97.7303 | 94.8492 | 96.1765 | 99.4674 | 97.7764 | 84.2934 | 93.7033 | 98.2974 | 87.676 | 99.6923 | |
| SSTPara=836816, Train (s)=309.88, Test (s)=53.79, Flops=1105922025.04 | 95.5937 | 97.6849 | 97.2897 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WFormer2026.03 | 95.5551 | 97.768 | 97.3873 | 98.4755 | 99.2528 | 85.4754 | 97.9454 | 97.1666 | 81.5975 | 98.4078 | 96.9073 | 97.8876 | 99.4294 | 97.6818 | 95.4347 | 94.5809 | 98.6206 | 90.1408 | 99.8779 | |
| HCNNPara=1380480, Train (s)=86.94, Test (s)=10.47, Flops=187781122025.04 | 95.531 | 97.2616 | 96.7964 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MorphFormer2026.04 | 95.53 | 97.69 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 2DCNNPara=1078336, Train (s)=69.87, Test (s)=9.93, Flops=26700802025.04 | 95.1383 | 97.6367 | 97.2334 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HSSTPara=836816, Train (s)=308.96, Test (s)=58.06, Flops=1105922025.04 | 95.0435 | 97.5179 | 97.0946 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WFPara=2667408, Train (s)=305.70, Test (s)=57.25, Flops=1679362025.04 | 92.9988 | 96.7568 | 96.2026 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PFPara=16680662, Train (s)=3185.62, Test (s)=384.09, Flops=157306882025.04 | 92.865 | 96.3623 | 95.7417 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSTN2026.04 | 92.81 | 96.67 | 96.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WMamba2026.03 | 87.3438 | 94.528 | 93.602 | 96.0255 | 96.0007 | 94.8668 | 99.2528 | 63.8333 | 76.8314 | 95.0203 | 93.5254 | 89.5014 | 95.2073 | 96.0023 | 65.4347 | 72.9486 | 95.6465 | 68.4859 | 98.9177 | |
| Mamba2026.03 | 75.5281 | 86.3021 | 83.9145 | 96.9197 | 83.8006 | 78.0283 | 95.6294 | 73 | 35.3045 | 88.5501 | 76.182 | 57.0553 | 93.7618 | 79.5742 | 58.0978 | 56.6037 | 74.278 | 62.5 | 99.1644 | |
| HyperSIGMA-BParameters=176,700K, FLOPs=66,800,336K2025.09 | 64.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLOLN + CMTSSLParameters=6K, FLOPs=1,614K2025.09 | 63.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 2D Justo + CMTSSLParameters=18K, FLOPs=3,827K2025.09 | 61.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 2D JustoParameters=18K, FLOPs=3,827K2025.09 | 61.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLOLNParameters=6K, FLOPs=1,614K2025.09 | 60.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 1D Justo-LiuNetParameters=9K, FLOPs=206K2025.09 | 55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CUNet++ Reduced + CMTSSLParameters=23K, FLOPs=5,046K2025.09 | 53.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CUNet++ ReducedParameters=23K, FLOPs=5,045K2025.09 | 53.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |