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"Curse of rarity" for autonomous vehicles

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arxiv 2207.02749 v2 pith:G2CYSAU4 submitted 2022-07-06 cs.RO

classification cs.RO
keywords rarityautonomouscursesafety-criticalsystemsaerospacebecausecause
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In this paper, we reveal that the rarity of safety-critical events in high-dimensional driving environments is the root cause of the safety challenge for autonomous vehicle development. We formulate it as "curse of rarity" (CoR) because it occurs ubiquitously in various safety-critical systems such as medical diagnosis and aerospace systems.

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Cited by 1 Pith paper

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Point Cloud Recombination: Systematic Real Data Augmentation Using Robotic Targets for LiDAR Perception Validation

    cs.RO 2025-05 conditional novelty 6.0 of 10

    A method to insert physically measured 3D point clouds of humanoid targets into real LiDAR scenes, using registered meshes to model occlusion, is shown to produce scenes geometrically close to real sensor scans.

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