Singapore
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Map extraction | Singapore regions (test) | IoU62 | 18 | |
| Urban Perception | Singapore (SG) | Hit@535.35 | 16 | |
| Image Retrieval | Singapore (SG) | Hit@50.711 | 16 | |
| Geolocation Ranking | Singapore SG | Hit@564.23 | 16 | |
| Trajectory Generation | Singapore (SG) (test) | Distance Error0.0715 | 13 | |
| GDP prediction | Singapore | R2 Score80.9 | 10 | |
| Land-Use Distribution mapping | Singapore | KL Divergence42.9 | 10 | |
| Road Function Prediction | Singapore | Micro-F181.4 | 8 | |
| Road Traffic Inference | Singapore | MAE2.8 | 8 | |
| Visual Road Retrieval | Singapore | Recall@100.46 | 8 | |
| Urban Morphology Generation | Singapore | FID49.11 | 2 | |
| Population Prediction | Singapore v1 (test) | R^20.625 | 2 | |
| Check-in Prediction | Singapore v1 (test) | R^20.368 | 2 |
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