Land-cover classification on MUUFL Gulfport (test)
92.67Overall Accuracy (OA)IFGNet
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IFGNet2026.05 | 92.67 | — | — | — | — | — | — | — | — | — | — | — | 94.47 | 90.45 | |
| FusAtNetmodality=Multimodal (HSI + LiDAR), patch_size=11x112026.01 | 91.48 | 98.1 | 71.66 | 87.65 | 86.42 | 95.09 | 90.73 | 74.27 | 97.55 | 60.44 | 9.39 | 93.02 | 78.58 | 0.8865 | |
| CALC2026.05 | 90.94 | — | — | — | — | — | — | — | — | — | — | — | 91.6 | 88.08 | |
| MS2CANet2026.05 | 90.85 | — | — | — | — | — | — | — | — | — | — | — | 91.41 | 88.05 | |
| GLTNet2026.05 | 90.3 | — | — | — | — | — | — | — | — | — | — | — | 91.11 | 87.28 | |
| S2ENet2026.05 | 89.7 | — | — | — | — | — | — | — | — | — | — | — | 91.49 | 86.53 | |
| TB CNNmodality=Multimodal (HSI + LiDAR), patch_size=11x112026.01 | 89.38 | 97.4 | 76.84 | 84.31 | 84.93 | 93.41 | 10.78 | 63.34 | 96.2 | 54.3 | 2.21 | 87.21 | 68.26 | 0.8583 | |
| MMLGNetmodality=Multimodal (HSI + LiDAR), patch_size=11x11, embedding_dim=5122026.01 | 88.79 | 89.97 | 86.67 | 77.07 | 98.32 | 90.8 | 99.18 | 93.53 | 94.2 | 76.58 | 93.98 | 99.41 | 90.87 | 0.8542 | |
| ExViT2026.05 | 87.92 | — | — | — | — | — | — | — | — | — | — | — | 90.32 | 84.36 | |
| SVMmodality=Multimodal (HSI + LiDAR), patch_size=11x112026.01 | 86.9 | 95.97 | 62.71 | 83.6 | 78.6 | 92.72 | 95.1 | 71.23 | 87.96 | 41.11 | 11.05 | 88.76 | 83.37 | 0.8255 | |
| MFT2026.05 | 86.28 | — | — | — | — | — | — | — | — | — | — | — | 86.67 | 82.17 | |
| M2FNet2026.05 | 85.38 | — | — | — | — | — | — | — | — | — | — | — | 89.91 | 81.22 | |
| ELMmodality=Multimodal (HSI + LiDAR), patch_size=11x112026.01 | 83.1 | 94.89 | 62.23 | 83.15 | 57.88 | 93.33 | 68.32 | 47.01 | 77.58 | 32.15 | 0 | 78.29 | 63.17 | 0.7742 |