Visual Localization on Cambridge Landmarks (Scene-wise Median Error in m/deg)
0.14Average (4) Median Translation Error (m)DSAC*
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DSAC*Method Category=SCR, Dataset-specific training time=Hours / scene2026.06 | 0.14 | 0.34 | 0.2 | 0.18 | 0.3 | 0.21 | 0.4 | 0.05 | 0.3 | 0.15 | 0.6 | 0.4 | 0.19 | 0.4 | |
| ACEMethod Category=SCR, Dataset-specific training time=5min / scene2026.06 | 0.2 | 0.43 | 0.2 | 0.28 | 0.4 | 0.31 | 0.6 | 0.05 | 0.3 | 0.18 | 0.6 | 0.4 | 0.25 | 0.4 | |
| PMNetMethod Category=APR, Dataset-specific training time=Days / scene2026.06 | 0.31 | — | — | 0.31 | 0.55 | 0.44 | 0.79 | 0.17 | 0.86 | 0.31 | 0.96 | 0.79 | — | — | |
| VGP-NavMethod Category=RPR, Dataset-specific training time=None2026.06 | 0.31 | 0.62 | 0.49 | 0.4 | 0.33 | 0.5 | 0.5 | 0.14 | 0.26 | 0.22 | 0.43 | 0.38 | 0.46 | 0.4 | |
| DFNet+NeFeSMethod Category=APR, Dataset-specific training time=Days / scene2026.06 | 0.35 | — | — | 0.37 | 0.54 | 0.52 | 0.88 | 0.15 | 0.53 | 0.37 | 1.14 | 0.77 | — | — | |
| Reloc3r-512Method Category=RPR, Dataset-specific training time=None2026.06 | 0.38 | 1.22 | 0.73 | 0.42 | 0.36 | 0.62 | 0.55 | 0.13 | 0.58 | 0.34 | 0.58 | 0.52 | 0.55 | 0.56 | |
| LENSMethod Category=APR, Dataset-specific training time=Days / scene2026.06 | 0.39 | — | — | 0.33 | 0.5 | 0.44 | 0.9 | 0.27 | 1.6 | 0.53 | 1.6 | 1.2 | — | — | |
| ImageNet+NCMMethod Category=RPR, Dataset-specific training time=None2026.06 | 0.83 | — | — | — | — | — | — | — | — | — | — | 1.36 | — | — | |
| AnchorNetMethod Category=RPR, Dataset-specific training time=Hours2026.06 | 0.84 | — | — | 0.57 | 0.88 | 1.21 | 2.55 | 0.52 | 2.27 | 1.04 | 2.69 | 2.1 | — | — | |
| ExReNet (SUNCG)Method Category=RPR, Dataset-specific training time=None2026.06 | 2.22 | 9.79 | 4.46 | 2.33 | 2.48 | 3.54 | 3.49 | 0.72 | 2.41 | 2.3 | 3.72 | 3.03 | 3.74 | 3.31 | |
| ExReNet (SN)Method Category=RPR, Dataset-specific training time=None2026.06 | 2.36 | 10.97 | 6.52 | 2.48 | 2.92 | 3.47 | 3.9 | 0.9 | 3.27 | 2.6 | 4.98 | 3.77 | 4.08 | 4.32 | |
| Map-free (Regress)Method Category=RPR, Dataset-specific training time=None2026.06 | 2.51 | 8.4 | 4.56 | 2.44 | 2.54 | 3.73 | 5.23 | 0.97 | 3.17 | 2.91 | 5.1 | 4.01 | 3.69 | 4.12 | |
| Map-free (Match)Method Category=RPR, Dataset-specific training time=None2026.06 | 2.61 | 9.09 | 5.33 | 2.51 | 3.11 | 3.89 | 6.44 | 1.04 | 3.61 | 3 | 6.14 | 4.83 | 3.9 | 4.93 |