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Visual Geolocation on OSV-5M (test)

82.9Accuracy (Country)HierLoc
-0.8220.91542.6564.385Dec 9, 2024Feb 16, 2025Apr 27, 2025Jul 5, 2025Sep 13, 2025Nov 21, 2025Jan 30, 2026

Evaluation results

MethodLinks
HierLocBackbone=DINOV32026.0182.93,9638615523.340.7
HierLocBackbone=VITL-142026.0180.13,8501,06752.922.239
LocDiff2026.0177——46.311—
RFM S2Model Type=generative, Training Iterations=1M2024.1276.23,7671,06944.25.4—
RFM S22026.0176.23,7671,06944.25.4—
RFM S22024.1276.23,767——5.4—
Diff R3Model Type=generative, Training Iterations=1M2024.1275.93,7621,12340.93.6—
FM R3Model Type=generative, Training Iterations=1M2024.1274.93,6881,149404.2—
SC RetrievalModel Type=deterministic2024.1273.43,5971,38645.819.9—
SC RetrievalEvaluation Protocol=Retrieval2026.0173.43,5971,38645.819.928.4
GaGA2024.1271.43,413——7.4—
HybridModel Type=deterministic2024.12683,3611,81439.45.9—
Hybrid2026.01683,3611,81439.45.910.3
Hybrid2024.1267.43,361——6—
ISNsModel Type=deterministic2024.1266.83,3312,30839.44.2—
ISNs2026.0166.83,3312,30839.44.2—
ISNs2024.1266.83,331——4.2—
RegressionModel Type=deterministic2024.1256.53,0281,48116.30.7—
Regression2026.0156.53,0281,48116.30.71.5
vMFModel Type=generative2024.1252.72,7762,43917.20.6—
SC 0-shotModel Type=deterministic2024.1238.42,2732,85420.814.8—
SC 0-shotEvaluation Protocol=0-shot2026.0138.42,2732,85420.814.89.9
vMFMixModel Type=generative2024.1234.21,7465,66211.10.3—
UniformModel Type=generative2024.122.413110,0520.10—