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Singapore

Benchmarks

Task NameDataset NameSOTA ResultTrend
Map extractionSingapore regions (test)
IoU62
18
Urban PerceptionSingapore (SG)
Hit@535.35
16
Image RetrievalSingapore (SG)
Hit@50.711
16
Geolocation RankingSingapore SG
Hit@564.23
16
Trajectory GenerationSingapore (SG) (test)
Distance Error0.0715
13
Human mobility generationSingapore (test)
Individual Score0.8221
11
Trajectory GenerationSingapore (test)
Score9.1559
11
GDP predictionSingapore
R2 Score80.9
10
Land-Use Distribution mappingSingapore
KL Divergence42.9
10
Road Function PredictionSingapore
Micro-F181.4
8
Road Traffic InferenceSingapore
MAE2.8
8
Visual Road RetrievalSingapore
Recall@100.46
8
Website FingerprintingSingapore-B
Accuracy (ACC)70.92
5
Website FingerprintingSingapore-A
Accuracy83.92
5
GeocodingSingapore Dataset Base Data
Average Distance Error (m)2,152.3
4
Urban Morphology GenerationSingapore
FID49.11
2
Population PredictionSingapore v1 (test)
R^20.625
2
Check-in PredictionSingapore v1 (test)
R^20.368
2
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