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Three-Way Open-Set Detection for Robust Autonomous Navigation

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Source: arXiv cs.ROPublish time unverified

arXiv:2511.15343v2 Announce Type: replace-cross Abstract: Autonomous navigation in complex scenes requires reliable perception across scenarios that the model did not encounter during its training. Along its route, an autonomous framework encounters objects it was trained to recognize, obstacles it has never seen, and background structures that resemble objects. Each of the three must be handled differently.

Three-Way Open-Set Detection for Robust Autonomous Navigation | Embodied Intelligence Observer