Local Climate Zone Classification on So2Sat LCZ42 (test)
79F1 ScoreMSCA-Net
Evaluation Results
| Method | Links | |||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MSCA-NetLabel-merging (LM)=true, Computed from confusion matrix=true, Evaluation Protocol=Weighted average (µw)2026.03 | 79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.75 | 80 | 78.7 | |
| FM1_BLHybrid fusion=true, Label-merging (LM)=true, Evaluation Protocol=Weighted average (µw)2026.03 | 76.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.72 | 77 | 76.6 | |
| MsF-LCZ-NetLabel-merging (LM)=true, Computed from confusion matrix=true, Evaluation Protocol=Weighted average (µw)2026.03 | 76.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.713 | 76.2 | 76.3 | |
| MSCA-NetLabel-merging (LM)=true, Computed from confusion matrix=true, Evaluation Protocol=Macro average (µ)2026.03 | 75.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.722 | 75 | 76.3 | |
| FM3_BLHybrid fusion=true, Label-merging (LM)=true, Evaluation Protocol=Weighted average (µw)2026.03 | 75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.702 | 75.8 | 75.1 | |
| FM1_BLHybrid fusion=true, Label-merging (LM)=true, Evaluation Protocol=Macro average (µ)2026.03 | 74.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.71 | 74 | 75.4 | |
| MsF-LCZ-NetLabel-merging (LM)=true, Computed from confusion matrix=true, Evaluation Protocol=Macro average (µ)2026.03 | 73.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.699 | 73.5 | 73.8 | |
| FM3_BLHybrid fusion=true, Label-merging (LM)=true, Evaluation Protocol=Macro average (µ)2026.03 | 72.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.686 | 72.4 | 72.9 | |
| FM1Label Merging=false2026.03 | — | 41.1 | 58.2 | 59.5 | 69.4 | 44.8 | 54.3 | 36.1 | 80.8 | 58.1 | 40 | 86.5 | 41 | 16.6 | 69.9 | 46.1 | 59.8 | 97.4 | 55.6 | 65.6 | — | — | — | |
| FM1BLabel Merging=false, Variant=B2026.03 | — | 42.2 | 61.5 | 63.1 | 64.4 | 46.8 | 50.2 | 33.6 | 84.4 | 50.3 | 44.9 | 88.5 | 42.9 | 9.5 | 71.6 | 33.5 | 57.6 | 99.3 | 55.6 | 65.8 | — | — | — | |
| FM3Label Merging=false2026.03 | — | 43.1 | 60.1 | 60.1 | 71.8 | 46.1 | 39.1 | 35.4 | 83.1 | 41.1 | 40.3 | 90.2 | 36.1 | 26.1 | 68.5 | 32.8 | 53.4 | 97.6 | 54 | 64 | — | — | — | |
| FM3BLabel Merging=false, Variant=B2026.03 | — | 47.3 | 61.8 | 64.9 | 69.5 | 43.7 | 43.7 | 33.9 | 85.5 | 45.4 | 46.3 | 87.8 | 39.5 | 12.7 | 69.5 | 31.3 | 54.7 | 98.1 | 55.3 | 65.1 | — | — | — | |
| M1*Label Merging=false, Computed from confusion matrix=true2026.03 | — | 42.6 | 61.4 | 56.3 | 76.3 | 48.9 | 44.1 | 30.9 | 84.2 | 61.6 | 50 | 89.3 | 50.2 | 3.7 | 73.5 | 33 | 54.1 | 98.9 | 56.4 | 66.2 | — | — | — | |
| M2*Label Merging=false, Computed from confusion matrix=true2026.03 | — | 29.1 | 58.4 | 68.8 | 74.4 | 49.5 | 58.4 | 14.1 | 86 | 58.1 | 46.9 | 94.2 | 43.9 | 23.4 | 75.5 | 1.8 | 56 | 99 | 55.2 | 69 | — | — | — |