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Qiming Xia

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Preprint Aug 2026

LightLoc++: Sensor-Robust Representation Learning for Efficient Outdoor LiDAR Localization

Scene coordinate regression (SCR) achieves strong performance in outdoor LiDAR localization, but it usually requires scene-specific training that can take days, limiting practical deployment. Recent works improve training efficiency by decoupling SCR into a scene-agnostic backbone and scene-specific prediction heads, w...

Wen Li, Shang-Shu Yu, Dunqiang Liu et al. · 0 citations

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