Hyperspectral Image Classification on WHU-Hi-HongHu (test)
99.8005Class 1 AccuracyMSST
Evaluation results
| Method | Links | |||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MSSTPara=817174, Train (s)=588.35, Test (s)=84.47, Flops=10624002025.04 | 99.8005 | 98.0068 | 97.9561 | 99.8211 | 94.1138 | 99.2279 | 96.8138 | 98.9639 | 99.7781 | 97.9506 | 93.6081 | 95.22 | 98.1606 | 93.7466 | 98.4031 | 98.7606 | 99.3355 | 98.0099 | 93.1129 | 99.082 | 95.3313 | 94.5049 | 98.514 | 97.2595 | 98.1217 | |
| SSTPara=811478, Train (s)=664.13, Test (s)=121.23, Flops=1121282025.04 | 99.7008 | 88.3826 | 97.003 | 99.4806 | 91.5406 | 98.4604 | 97.0046 | 80.069 | 99.3344 | 85.3961 | 95.8234 | 85.0792 | 94.0287 | 97.1179 | 94.8103 | 98.1823 | 92.6245 | 95.8333 | 95.0872 | 97.9345 | 62.1987 | 97.5742 | 97.0084 | 92.8485 | 96.2205 | |
| HCNNPara=922502, Train (s)=126.55, Test (s)=14.87, Flops=105786882025.04 | 99.4871 | 92.5968 | 96.673 | 99.6153 | 86.5873 | 98.7656 | 94.0673 | 65.6635 | 99.1865 | 92.7384 | 90.5574 | 84.2305 | 89.1416 | 95.8401 | 92.8143 | 88.9562 | 95.8803 | 97.388 | 95.5922 | 91.1072 | 60.0903 | 88.6633 | 96.1607 | 90.711 | 95.1452 | |
| 3DCNNPara=8928486, Train (s)=145.88, Test (s)=13.96, Flops=88529922025.04 | 99.2877 | 93.9066 | 98.0661 | 99.7623 | 79.0286 | 98.7252 | 90.5741 | 73.6063 | 98.6319 | 87.2357 | 85.7998 | 89.3902 | 88.9994 | 91.5443 | 84.8303 | 93.6381 | 95.9468 | 95.2736 | 93.7098 | 94.7217 | 73.3433 | 93.4653 | 95.8835 | 90.8858 | 94.7882 | |
| WFPara=2615190, Train (s)=451.15, Test (s)=81.53, Flops=1694722025.04 | 99.2877 | 87.6423 | 91.9347 | 99.6852 | 90.5114 | 99.2279 | 95.1128 | 79.4277 | 99.131 | 86.4934 | 92.7728 | 94.7286 | 87.7376 | 96.3839 | 93.4131 | 99.2564 | 41.4617 | 96.3308 | 97.3829 | 95.2954 | 93.2228 | 95.4455 | 96.2549 | 91.4493 | 95.2651 | |
| 2DCNNPara=621126, Train (s)=107.14, Test (s)=13.31, Flops=15052482025.04 | 98.8461 | 91.6856 | 94.3726 | 99.4941 | 87.1341 | 98.2943 | 86.7988 | 72.1756 | 98.7982 | 90.3985 | 94.0257 | 81.5501 | 91.4252 | 95.0244 | 74.6506 | 97.4662 | 97.0764 | 95.087 | 94.4903 | 88.0091 | 81.9277 | 77.8712 | 95.5985 | 90.3001 | 94.4348 | |
| HSSTPara=811478, Train (s)=476.38, Test (s)=80.85, Flops=1121282025.04 | 98.6324 | 89.8633 | 98.2036 | 99.7403 | 85.2685 | 97.5492 | 95.0215 | 87.4691 | 98.5949 | 90.5599 | 95.0789 | 88.9881 | 94.8995 | 94.5078 | 96.0079 | 94.7948 | 98.2724 | 97.0771 | 96.786 | 94.9512 | 76.9578 | 97.1782 | 97.1755 | 93.9274 | 96.4281 | |
| PFPara=9412188, Train (s)=1655.00, Test (s)=166.06, Flops=88501762025.04 | 97.9202 | 72.3234 | 97.6079 | 99.7329 | 82.1807 | 97.9487 | 88.6574 | 40.4538 | 97.7999 | 90.0758 | 93.4083 | 89.4125 | 92.4293 | 95.7313 | 88.4231 | 90.9666 | 99.4019 | 99.0671 | 94.674 | 95.9265 | 38.4036 | 73.2673 | 95.3772 | 87.0824 | 94.1511 |