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benchmark.md

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Benchmark

Cambridge Landmarks

  • Metrics: The median translation (cm) and rotation (degree) errors(Best results are marked as bold).
Method Great Court Kings College Old Hospital Shop Facade St M. Church Avg
DSAC++ 40.3, 0.20 17.7, 0.30 19.6, 0.30 5.7, 0.30 12.5, 0.40 19.2, 0.3
NG-DSAC 34.8, 0.18 12.2,0.23 21.2, 0.45 5.4, 0.29 9.9, 0.31 16.7, 0.29
PixLoc 30.0, 0.14 14.0,0.24 16.0, 0.32 5.0, 0.23 10.0, 0.34 15.0, 0.25
Active Search 24.0, 0.13 13.0,0.22 20.0, 0.36 4.0, 0.21 8.0, 0.25 13.8, 0.23
HLoc+SuperGlue 10.1, 0.07 6.9,0.11 12.5, 0.24 2.9, 0.14 3.8, 0.12 7.2, 0.14
XRLoc(D2Net) 10.6, 0.08 5.5, 0.10 11.8, 0.25 3.3, 0.14 3.6, 0.11 7.0, 0.14
XRLoc(SuperPoint) 10.4, 0.07 5.2, 0.10 10.5, 0.23 2.4, 0.12 3.5, 0.11 6.4, 0.13