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Land-Use Distribution mapping on Singapore
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42.9
KL Divergence
AETHER
38.704
67.027
95.35
123.673
Oct 10, 2025
KL Divergence
L1 Distance
Chebyshev Distance
Updated 1mo ago
Evaluation Results
Method
Method
Links
KL Divergence
L1 Distance
Chebyshev Distance
AETHER
Model=AETHER
2025.10
42.9
53.3
23.5
CaLLiPer
Model=CaLLiPer
2025.10
54.9
65.1
28.8
AlphaEarth
Model=AlphaEarth
2025.10
64
73.9
32.6
Space2Vec
Model=Space2Vec
2025.10
85.6
92.6
41.5
SPPE
Model=SPPE
2025.10
99.8
103
46.9
LDA
Model=LDA
2025.10
102.4
104.8
47.5
Place2Vec
Model=Place2Vec
2025.10
104.4
105.6
47.7
Doc2Vec
Model=Doc2Vec
2025.10
108.7
111.1
50.7
SatCLIP
Model=SatCLIP
2025.10
111.4
117.8
52.1
Random
Model=Random
2025.10
147.8
141.1
62.3
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