Land Use Land Cover Classification on CloudLULC-Set
86.6OACloudLULC-Net
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CloudLULC-NetParadigm=end-to-end, FLOPs (G)=20.51, Param. (M)=25.90, Speed (FPS)=42.27, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 86.6 | 83.29 | 73.51 | |
| SegCRParadigm=end-to-end, FLOPs (G)=37.62, Param. (M)=88.54, Speed (FPS)=20.83, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 85.66 | 82.04 | 72.73 | |
| ASANetParadigm=end-to-end, FLOPs (G)=23.20, Param. (M)=83.41, Speed (FPS)=35.88, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 85.29 | 81.46 | 72.08 | |
| SAR-DeCRParadigm=reconstruction-first, FLOPs (G)=188.64, Param. (M)=118.32, Speed (FPS)=3.18, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 84.08 | 79.78 | 70.59 | |
| MFFNetParadigm=end-to-end, FLOPs (G)=27.74, Param. (M)=41.06, Speed (FPS)=29.67, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 83.9 | 79.51 | 71.24 | |
| HDRSA-NetParadigm=reconstruction-first, FLOPs (G)=94.72, Param. (M)=66.84, Speed (FPS)=8.74, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 83.23 | 78.6 | 69.18 | |
| SoftFormerParadigm=end-to-end, FLOPs (G)=24.88, Param. (M)=34.76, Speed (FPS)=32.54, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 83.16 | 78.93 | 71 | |
| SpecSAR-FormerParadigm=end-to-end, FLOPs (G)=18.96, Param. (M)=21.43, Speed (FPS)=39.18, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 82.44 | 78.27 | 69.68 | |
| SCT-CRParadigm=reconstruction-first, FLOPs (G)=108.36, Param. (M)=72.51, Speed (FPS)=7.92, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 82.26 | 77.49 | 68.16 | |
| STSNetParadigm=end-to-end, FLOPs (G)=29.03, Param. (M)=16.29, Speed (FPS)=20.15, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 81.75 | 77.74 | 70.35 | |
| CloudSegParadigm=end-to-end, FLOPs (G)=46.17, Param. (M)=283.93, Speed (FPS)=10.00, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 80.7 | 75.37 | 68.5 | |
| CMFFNetParadigm=end-to-end, FLOPs (G)=31.84, Param. (M)=52.37, Speed (FPS)=24.91, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 79.9 | 74.53 | 67.16 | |
| FTransUNetParadigm=end-to-end, FLOPs (G)=40.19, Param. (M)=166.65, Speed (FPS)=18.61, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 78.94 | 73.26 | 66.87 | |
| CMXParadigm=end-to-end, FLOPs (G)=14.35, Param. (M)=66.87, Speed (FPS)=26.69, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 73.38 | 68.84 | 59.97 | |
| SO_fusionParadigm=end-to-end, FLOPs (G)=58.95, Param. (M)=207.72, Speed (FPS)=12.57, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.06 | 72.43 | 64.41 | 58.64 |