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Visual Localization on Cambridge Landmarks ShopFacade

0.04Median Translation ErrorAS (SIFT)
-0.01440.35280.721.0872Nov 21, 2022May 14, 2023Nov 4, 2023Apr 26, 2024Oct 17, 2024Apr 9, 2025Oct 1, 2025

Evaluation results

MethodLinks
AS (SIFT)Training Category=Seen, Latency=0.4s, Mapping=~35min2025.100.040.2—
hLoc (SP+SG)Training Category=Seen, Latency=∼1.2s, Mapping=~35min2025.100.040.2—
MASt3R + KaptureTraining Category=Seen, Latency=9.0s2025.100.040.2—
GLACETraining Category=Seen, Latency=0.1s, Mapping=25min2025.100.040.2—
E5+1 (ALKD-LG)Training Category=Unseen, Latency=1.1s, Mapping=~30s2025.100.050.3—
ACETraining Category=Seen, Latency=0.1s, Mapping=5min2025.100.060.3—
FastForwardTraining Category=Unseen, Latency=0.5s, Mapping=~30s2025.100.080.4—
Reloc3rTraining Category=Unseen, Latency=0.6s, Mapping=~30s2025.100.140.6—
HLocLocalization Approach=FM, Scene Compression=false2022.110.20.04316
NeuMapLocalization Approach=E2E, Scene Compression=true2022.110.250.060.3
DSAC++Localization Approach=E2E, Scene Compression=false2022.110.30.06207
HSCNetLocalization Approach=E2E, Scene Compression=false2022.110.30.06207
DSMLocalization Approach=E2E, Scene Compression=false2022.110.30.0627
SqueezerLocalization Approach=FM, Scene Compression=true2022.110.380.111.04
Relpose-GNNTraining Category=Unseen, Latency=N/A, Mapping=~30s2025.100.482.5—
HybridLocalization Approach=FM, Scene Compression=true2022.110.540.190.16
ExReNetTraining Category=Unseen, Latency=∼0.4s, Mapping=~30s2025.100.722.4—
Map-freeTraining Category=Unseen, Latency=∼0.2s, Mapping=~30s2025.100.973.2—
Active searchLocalization Approach=FM, Scene Compression=false2022.111.120.1238.7
MASt3RTraining Category=Unseen, Latency=9.0s, Mapping=~30s2025.101.140.7—
QP+RootSIFTLocalization Approach=FM, Scene Compression=true2022.111.40.720.41