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Visual Localization on 7Scenes Heads

0.29Median Translation Error (cm)SplatHLoc
-0.05842.29334.6456.9967Feb 1, 2026Feb 14, 2026Feb 28, 2026Mar 14, 2026Mar 27, 2026Apr 10, 2026Apr 24, 2026

Evaluation results

MethodLinks
SplatHLocMethod Category=Ren. (GS)2026.030.290.18—
ACE+GS-CPRMethod Category=Ren. (GS)2026.030.40.28—
RAPrefMethod Category=Ren. (GS)2026.030.40.29—
HLoc(SP+SG)Method category=SBM, Privacy-preserving Features (P.V.)=N/A, Robust to attack (R.T.)=true2026.040.40.27100
STDLocMethod Category=Ren. (GS)2026.030.450.26—
DSAC*Method Category=Reg.2026.030.50.34—
LoGSMethod Category=Ren. (GS)2026.030.50.26—
HLoc(SP+NN)Method category=SBM, Privacy-preserving Features (P.V.)=N/A, Robust to attack (R.T.)=true2026.040.50.2797
DSAC*Method category=SBM, Privacy-preserving Features (P.V.)=N/A, Robust to attack (R.T.)=true2026.040.50.34100
ACEMethod category=SBM, Privacy-preserving Features (P.V.)=N/A, Robust to attack (R.T.)=true2026.040.50.33—
ACEMethod Category=Reg.2026.030.530.33—
NBE+SLDMethod Category=Reg.2026.030.60.35—
Random LinesMethod category=PPM, Privacy-preserving Features (P.V.)=true, Robust to attack (R.T.)=true2026.040.70.496
GSplatLoc (Fine)Method Category=Ren. (GS)2026.030.940.5—
DVLAD+R2D2Method Category=Str.2026.030.980.75—
SplatHLocinitMethod Category=Str.2026.030.980.69—
LiP-MapLocalization paradigm=Matching-based, Input features=Point & line2026.0210.7495.4
AS (SIFT)Method Category=Str.2026.0310.82—
PNeRFLocMethod Category=Ren. (NeRF)2026.0310.83—
GSFF PrivacyMethod category=PPM, Privacy-preserving Features (P.V.)=true, Robust to attack (R.T.)=false2026.0410.6790
HlocLocalization paradigm=Matching-based, Input features=Point2026.021.10.7595.9
LimapLocalization paradigm=Matching-based, Input features=Point & line2026.021.10.7695.9
Pl2MapLocalization paradigm=Learning-based, Input features=Point & line2026.021.10.7198.2
LiP-MapLocalization paradigm=Learning-based, Input features=Point & line2026.021.10.7198.5
HLoc (SP+SG)Method Category=Str.2026.031.130.77—
PtLineLocalization paradigm=Matching-based, Input features=Point & line2026.021.20.8195.2
Pl2MapLocalization paradigm=Learning-based, Input features=Point2026.021.20.7497.8
DCLMethod category=PPM, Privacy-preserving Features (P.V.)=false, Robust to attack (R.T.)=true2026.041.30.7783
NeRFMatchMethod Category=Ren. (NeRF)2026.031.340.92—
NeuMapMethod Category=Reg.2026.0321.17—
DFNetS50Method Category=Ren. (NeRF)2026.0321.28—
CrossFireMethod Category=Ren. (NeRF)2026.0332.3—
DGC-GNNMethod category=PPM, Privacy-preserving Features (P.V.)=true, Robust to attack (R.T.)=true2026.0443.13—
GoMatchMethod category=PPM, Privacy-preserving Features (P.V.)=true, Robust to attack (R.T.)=true2026.0495.17—