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Visual Localization on 7Scenes Office

0.59Median Translation Error (cm)RAPref
0.17362.98435.7958.6057Feb 1, 2026Feb 14, 2026Feb 28, 2026Mar 14, 2026Mar 27, 2026Apr 10, 2026Apr 24, 2026

Evaluation results

MethodLinks
RAPrefMethod Category=Ren. (GS)2026.030.590.17—
SplatHLocMethod Category=Ren. (GS)2026.030.620.18—
LoGSMethod Category=Ren. (GS)2026.030.70.22—
HLoc(SP+SG)Method category=SBM, Privacy-preserving Features (P.V.)=N/A, Robust to attack (R.T.)=true2026.040.70.2100
HLoc(SP+NN)Method category=SBM, Privacy-preserving Features (P.V.)=N/A, Robust to attack (R.T.)=true2026.040.80.2199
STDLocMethod Category=Ren. (GS)2026.030.860.24—
ACE+GS-CPRMethod Category=Ren. (GS)2026.030.90.26—
ACEMethod category=SBM, Privacy-preserving Features (P.V.)=N/A, Robust to attack (R.T.)=true2026.0410.29—
Random LinesMethod category=PPM, Privacy-preserving Features (P.V.)=true, Robust to attack (R.T.)=true2026.0410.2998
ACEMethod Category=Reg.2026.031.050.29—
DSAC*Method Category=Reg.2026.031.190.35—
DSAC*Method category=SBM, Privacy-preserving Features (P.V.)=N/A, Robust to attack (R.T.)=true2026.041.20.3498
NBE+SLDMethod Category=Reg.2026.031.30.33—
GSplatLoc (Fine)Method Category=Ren. (GS)2026.031.410.32—
GSFF PrivacyMethod category=PPM, Privacy-preserving Features (P.V.)=true, Robust to attack (R.T.)=false2026.041.50.5190
DFNetS50Method Category=Ren. (NeRF)2026.0320.56—
DCLMethod category=PPM, Privacy-preserving Features (P.V.)=false, Robust to attack (R.T.)=true2026.0420.6183
Pl2MapLocalization paradigm=Learning-based, Input features=Point & line2026.022.70.7484.3
LiP-MapLocalization paradigm=Learning-based, Input features=Point & line2026.022.70.7383.9
Pl2MapLocalization paradigm=Learning-based, Input features=Point2026.022.80.7882.3
LimapLocalization paradigm=Matching-based, Input features=Point & line2026.0230.8978.4
LiP-MapLocalization paradigm=Matching-based, Input features=Point & line2026.0230.978.6
NeuMapMethod Category=Reg.2026.0330.98—
PNeRFLocMethod Category=Ren. (NeRF)2026.0331.05—
NeRFMatchMethod Category=Ren. (NeRF)2026.033.090.87—
HlocLocalization paradigm=Matching-based, Input features=Point2026.023.10.9177
HLoc (SP+SG)Method Category=Str.2026.033.140.92—
PtLineLocalization paradigm=Matching-based, Input features=Point & line2026.023.20.9674.5
SplatHLocinitMethod Category=Str.2026.033.330.66—
DVLAD+R2D2Method Category=Str.2026.033.481—
AS (SIFT)Method Category=Str.2026.0341.15—
CrossFireMethod Category=Ren. (NeRF)2026.0351.6—
DGC-GNNMethod category=PPM, Privacy-preserving Features (P.V.)=true, Robust to attack (R.T.)=true2026.0471.66—
GoMatchMethod category=PPM, Privacy-preserving Features (P.V.)=true, Robust to attack (R.T.)=true2026.04112.48—