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ResearchFormerly WizWand

Land Use Land Cover Classification on CloudLULC-Set

86.6OACloudLULC-Net
71.863275.689179.51583.3409Jun 16, 2026
Updated 4mo ago

Evaluation results

MethodLinks
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 GPU2026.0686.683.2973.51
SegCRParadigm=end-to-end, FLOPs (G)=37.62, Param. (M)=88.54, Speed (FPS)=20.83, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.0685.6682.0472.73
ASANetParadigm=end-to-end, FLOPs (G)=23.20, Param. (M)=83.41, Speed (FPS)=35.88, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.0685.2981.4672.08
SAR-DeCRParadigm=reconstruction-first, FLOPs (G)=188.64, Param. (M)=118.32, Speed (FPS)=3.18, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.0684.0879.7870.59
MFFNetParadigm=end-to-end, FLOPs (G)=27.74, Param. (M)=41.06, Speed (FPS)=29.67, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.0683.979.5171.24
HDRSA-NetParadigm=reconstruction-first, FLOPs (G)=94.72, Param. (M)=66.84, Speed (FPS)=8.74, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.0683.2378.669.18
SoftFormerParadigm=end-to-end, FLOPs (G)=24.88, Param. (M)=34.76, Speed (FPS)=32.54, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.0683.1678.9371
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 GPU2026.0682.4478.2769.68
SCT-CRParadigm=reconstruction-first, FLOPs (G)=108.36, Param. (M)=72.51, Speed (FPS)=7.92, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.0682.2677.4968.16
STSNetParadigm=end-to-end, FLOPs (G)=29.03, Param. (M)=16.29, Speed (FPS)=20.15, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.0681.7577.7470.35
CloudSegParadigm=end-to-end, FLOPs (G)=46.17, Param. (M)=283.93, Speed (FPS)=10.00, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.0680.775.3768.5
CMFFNetParadigm=end-to-end, FLOPs (G)=31.84, Param. (M)=52.37, Speed (FPS)=24.91, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.0679.974.5367.16
FTransUNetParadigm=end-to-end, FLOPs (G)=40.19, Param. (M)=166.65, Speed (FPS)=18.61, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.0678.9473.2666.87
CMXParadigm=end-to-end, FLOPs (G)=14.35, Param. (M)=66.87, Speed (FPS)=26.69, Input Resolution=512×512, Hardware=NVIDIA RTX A5000 GPU2026.0673.3868.8459.97
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 GPU2026.0672.4364.4158.64