Visual Localization on Cambridge Landmark (test)
17.8Kings Median Translation Error (cm)ACE + UGS-Loc
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ACE + UGS-Locparadigm=NRP, Initial pose estimator=ACE2026.03 | 17.8 | 0.18 | 13.8 | 0.3 | 4.2 | 0.16 | 6.3 | 0.2 | 10.5 | 0.21 | |
| RAPrefparadigm=NRP2026.03 | 18 | 0.38 | 22 | 0.42 | 8 | 0.39 | 16 | 0.47 | 16 | 0.42 | |
| DFNet + UGS-Locparadigm=NRP, Initial pose estimator=DFNet2026.03 | 18.7 | 0.19 | 14.5 | 0.29 | 3.9 | 0.15 | 5.5 | 0.17 | 10.7 | 0.2 | |
| GLACEparadigm=SCR2026.03 | 20 | 0.32 | 20 | 0.41 | 5 | 0.22 | 9 | 0.3 | 14 | 0.32 | |
| ACE + GS-CPRparadigm=NRP, Initial pose estimator=ACE2026.03 | 20 | 0.29 | 21 | 0.4 | 5 | 0.24 | 13 | 0.4 | 15 | 0.33 | |
| DFNet + GS-CPRparadigm=NRP, Initial pose estimator=DFNet2026.03 | 23 | 0.32 | 42 | 0.74 | 10 | 0.36 | 27 | 0.62 | 26 | 0.51 | |
| FQN-MNparadigm=NRP2026.03 | 28 | 0.4 | 54 | 0.8 | 13 | 0.6 | 58 | 2 | 38 | 1 | |
| ACEparadigm=SCR2026.03 | 29 | 0.38 | 31 | 0.61 | 5 | 0.3 | 19 | 0.6 | 21 | 0.47 | |
| MCLocparadigm=NRP2026.03 | 31 | 0.42 | 39 | 0.73 | 12 | 0.45 | 26 | 0.8 | 27 | 0.6 | |
| LENSparadigm=APR2026.03 | 33 | 0.5 | 44 | 0.9 | 27 | 1.6 | 53 | 1.6 | 39 | 1.15 | |
| HR-APRparadigm=NRP2026.03 | 36 | 0.58 | 53 | 0.89 | 13 | 0.51 | 38 | 1.16 | 35 | 0.78 | |
| DFNet + NeFeS30paradigm=NRP, Refinement iterations=30, Initial pose estimator=DFNet2026.03 | 37 | 0.64 | 98 | 1.61 | 17 | 0.6 | 42 | 1.38 | 49 | 1.06 | |
| DFNet + NeFeS50paradigm=NRP, Refinement iterations=50, Initial pose estimator=DFNet2026.03 | 37 | 0.54 | 52 | 0.88 | 15 | 0.53 | 37 | 1.14 | 35 | 0.77 | |
| CrossFireparadigm=NRP2026.03 | 47 | 0.7 | 43 | 0.7 | 20 | 1.2 | 39 | 1.4 | 37 | 1 | |
| RAPparadigm=APR2026.03 | 58 | 0.87 | 81 | 1.2 | 33 | 1.64 | 60 | 1.83 | 58 | 1.39 | |
| DFNetparadigm=APR2026.03 | 73 | 2.37 | 200 | 2.98 | 67 | 2.21 | 137 | 4.02 | 119 | 2.9 | |
| MS-Transformerparadigm=APR2026.03 | 85 | 1.45 | 175 | 2.43 | 88 | 3.2 | 166 | 4.12 | 129 | 2.8 | |
| PoseNetparadigm=APR2026.03 | 93 | 2.73 | 224 | 7.88 | 147 | 6.62 | 237 | 5.94 | 175 | 5.79 |