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Beyond Chamfer Distance: Granular Order-aware Evaluation Metric For Online Mapping

Proposed SOSPA and PLD metrics replace Chamfer-distance mAP with order-aware geometry evaluation and soft assignment, revealing detection, not geometry, as online mapping's dominant bottleneck.

Chouaib Bencheikh Lehocine, Adam Lilja, Junsheng Fu, Lars Hammarstrand

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 0/5