Building Function Classification on Singapore OSM polygons (test)
72.82Macro F1NARA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NARACategory=Semantics + Geometry2026.05 | 72.82 | 91.59 | 92.22 | |
| CityFMCategory=Semantics + Geometry2026.05 | 70.1 | 92.75 | 91.93 | |
| Geo2VecCategory=Geometry2026.05 | 58.35 | 86.9 | 88.05 | |
| GeoVectorsCategory=Semantics + Metric2026.05 | 47.24 | 64.18 | 69.49 | |
| Poly2VecCategory=Geometry2026.05 | 45.12 | 84.25 | 86.65 | |
| SpaBERTCategory=Semantics + Metric2026.05 | 45.06 | 78.47 | 75.95 | |
| BERTCategory=Non-Spatial Semantics, Mode=fine-tuned2026.05 | 37.56 | 44.19 | 51.77 |