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ResearchFormerly WizWand

Regression on Elevation

0.851R²RANGE+
-0.023640.203430.43050.65757Feb 27, 2025May 17, 2025Aug 4, 2025Oct 23, 2025Jan 10, 2026Mar 30, 2026Jun 18, 2026
Updated 4mo ago

Evaluation results

MethodLinks
RANGE+2025.020.851
RANGE2025.020.844
SATCLIP-ORGArchitecture=Baseline2026.060.8
MELT STN-10Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.060.8
MELT STN-50Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.060.8
MELT STN-100Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.060.8
MELT SN-100Architecture=MELT, Modalities=Satellite, Name, Pre-training volume=100%2026.060.8
MELT ST-100Architecture=MELT, Modalities=Satellite, Text, Pre-training volume=100%2026.060.8
SATCLIP-100Architecture=Dual Modality, Modalities=Satellite, Pre-training volume=100%2026.060.79
TEXTCLIP-100Architecture=Dual Modality, Modalities=Text, Pre-training volume=100%2026.060.79
MELT TN-100Architecture=MELT, Modalities=Text, Name, Pre-training volume=100%2026.060.79
SALT TN-100Architecture=SALT, Modalities=Text, Name, Pre-training volume=100%2026.060.79
SALT SN-100Architecture=SALT, Modalities=Satellite, Name, Pre-training volume=100%2026.060.79
SALT ST-100Architecture=SALT, Modalities=Satellite, Text, Pre-training volume=100%2026.060.79
NATCLIP-100Architecture=Dual Modality, Modalities=Name, Pre-training volume=100%2026.060.78
SALT STN-50Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.060.78
SALT STN-100Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.060.78
SALT STN-10Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.060.77
RANGEArchitecture=Baseline2026.060.71
SatCLIP2025.020.666
SINR2025.020.644
IDENTITYArchitecture=Baseline2026.060.64
GEOCLIPArchitecture=Baseline2026.060.62
GeoCLIP2025.020.604
SATCLIP-ORGArchitecture=Baseline2026.060.57
MELT STN-10Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.060.56
MELT STN-100Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.060.56
SALT SN-100Architecture=SALT, Modalities=Satellite, Name, Pre-training volume=100%2026.060.56
MELT SN-100Architecture=MELT, Modalities=Satellite, Name, Pre-training volume=100%2026.060.53
MELT TN-100Architecture=MELT, Modalities=Text, Name, Pre-training volume=100%2026.060.51
SALT TN-100Architecture=SALT, Modalities=Text, Name, Pre-training volume=100%2026.060.5
SATCLIP-100Architecture=Dual Modality, Modalities=Satellite, Pre-training volume=100%2026.060.48
SALT STN-10Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=10%2026.060.48
SALT STN-100Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=100%2026.060.48
NATCLIP-100Architecture=Dual Modality, Modalities=Name, Pre-training volume=100%2026.060.46
SALT ST-100Architecture=SALT, Modalities=Satellite, Text, Pre-training volume=100%2026.060.45
MELT STN-50Architecture=MELT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.060.44
MOSAIKSArchitecture=Baseline2026.060.41
CSP-FMoWPre-training dataset=FMoW2025.020.399
SALT STN-50Architecture=SALT, Modalities=Satellite, Text, Name, Pre-training volume=50%2026.060.39
CSP-FMOWArchitecture=Baseline2026.060.39
CSP-INatPre-training dataset=INat2025.020.388
RANGEArchitecture=Baseline2026.060.37
MELT ST-100Architecture=MELT, Modalities=Satellite, Text, Pre-training volume=100%2026.060.35
GEOCLIPArchitecture=Baseline2026.060.34
SphereM+Model variant=SphereM+2025.020.294
SphereC+Model variant=SphereC+2025.020.26
TEXTCLIP-100Architecture=Dual Modality, Modalities=Text, Pre-training volume=100%2026.060.26
CSP-FMOWArchitecture=Baseline2026.060.22
CSP-INATArchitecture=Baseline2026.060.2
SphereCModel variant=SphereC2025.020.185
IDENTITYArchitecture=Baseline2026.060.18
SphereMModel variant=SphereM2025.020.139
Theory2025.020.093
Wrap2025.020.085
MOSAIKSArchitecture=Baseline2026.060.04
Cartesian 3D2025.020.03
Direct2025.020.025
CSP-INATArchitecture=Baseline2026.060.01