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ResearchFormerly WizWand

Population Density Regression on Population 1024 samples

0.63R2MELT STN-10
0.3180.3990.480.561Jun 18, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MELT STN-10Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.060.63
MELT STN-100Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.060.63
MELT ST-100Architecture=MELT, Modalities=Satellite, Text, Pre-training volume=100%2026.060.63
SATCLIP-ORGArchitecture=Baseline2026.060.62
SALT STN-100Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.060.62
MELT SN-100Architecture=MELT, Modalities=Satellite, Name, Pre-training volume=100%2026.060.61
SATCLIP-100Architecture=Dual Modality, Modalities=Satellite, Pre-training volume=100%2026.060.6
NATCLIP-100Architecture=Dual Modality, Modalities=Name, Pre-training volume=100%2026.060.6
SALT STN-10Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.060.6
SALT STN-50Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.060.6
IDENTITYArchitecture=Baseline2026.060.59
SALT TN-100Architecture=SALT, Modalities=Text, Name, Pre-training volume=100%2026.060.59
SALT ST-100Architecture=SALT, Modalities=Satellite, Text, Pre-training volume=100%2026.060.59
MELT STN-50Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.060.58
TEXTCLIP-100Architecture=Dual Modality, Modalities=Text, Pre-training volume=100%2026.060.57
MELT TN-100Architecture=MELT, Modalities=Text, Name, Pre-training volume=100%2026.060.57
SALT SN-100Architecture=SALT, Modalities=Satellite, Name, Pre-training volume=100%2026.060.57
GEOCLIPArchitecture=Baseline2026.060.48
RANGEArchitecture=Baseline2026.060.47
CSP-FMOWArchitecture=Baseline2026.060.37
CSP-INATArchitecture=Baseline2026.060.35
MOSAIKSArchitecture=Baseline2026.060.33