Hyperspectral Image Classification on WHU-OHS
80.2Overall Accuracy (OA)DSCC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DSCCFLOPs (G)=34.33, #Params (M)=8.57, Speed (FPS)=197.752026.04 | 80.2 | 72.8 | 77.6 | 60.2 | |
| S2MambaFLOPs (G)=139.05, #Params (M)=7.49, Speed (FPS)=501.112026.04 | 80 | 72.3 | 77.4 | 59.2 | |
| DSTCFLOPs (G)=19.78, #Params (M)=11.589, Speed (FPS)=9.612026.04 | 79.9 | 71.8 | 77.4 | 58.8 | |
| FreeNet+ReS3Net2026.04 | 79.4 | — | 76.8 | 54.5 | |
| HDHNFLOPs (G)=50.58, #Params (M)=8.64, Speed (FPS)=92.002026.04 | 79.4 | 71 | 77.5 | 58.1 | |
| CSCNFLOPs (G)=286.50, #Params (M)=7.38, Speed (FPS)=24.652026.04 | 78.8 | 70.4 | 76.1 | 57.4 | |
| CLSJEFLOPs (G)=412.20, #Params (M)=5.352, Speed (FPS)=6.512026.04 | 78.1 | 64.4 | 75.3 | 52 | |
| SiTFLOPs (G)=45.67, #Params (M)=44.22, Speed (FPS)=333.242026.04 | 78.1 | 69 | 75.2 | 55.6 | |
| FreeNetFLOPs (G)=116.20, #Params (M)=2.508, Speed (FPS)=231.172026.04 | 77.8 | — | 74.9 | 52.5 | |
| GAHTFLOPs (G)=3.01, #Params (M)=0.734, Speed (FPS)=696.352026.04 | 77.6 | 67.5 | 74.8 | 54.2 | |
| MambaHSIFLOPs (G)=5.746, #Params (M)=0.170, Speed (FPS)=622.662026.04 | 77.6 | 68.1 | 74.8 | 54.6 | |
| ViTFLOPs (G)=142.08, #Params (M)=10.049, Speed (FPS)=604.152026.04 | 77.4 | 67.3 | 74.5 | 54.2 | |
| GMANetFLOPs (G)=19.14, #Params (M)=1.17, Speed (FPS)=550.242026.04 | 75.7 | 64.1 | 72.5 | 51.2 | |
| 3D-CNN+ReS3Net2026.04 | 66.9 | — | 62.3 | 42.1 | |
| 3D-CNNFLOPs (G)=1814.51, #Params (M)=0.346, Speed (FPS)=1122.882026.04 | 65.2 | — | 60.5 | 40.5 |