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A Safety Filter Watched the Whole Robot Arm

Five ellipsoids guarded the gripper, wrist and forearm while optical flow tracked a moving hazard.

Published Updated Story ID: mp-2026-10-01-011
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Summary

Five ellipsoids guarded the gripper, wrist and forearm while optical flow tracked a moving hazard.

The training-free shield wraps five ellipsoids around a robot arm and filters commanded motion through one barrier program. A keep-out ellipsoid is fitted from RGB-D at reset and moved with sparse optical flow, avoiding repeated detection. Across simulation, collision fell from 65.62% to 27.27%; on a physical SO-101 arm, hazards were touched in 3 of 16 shielded episodes versus 11 of 16 unshielded ones. The remaining contacts show risk reduction, not complete protection.

Why it matters

Five ellipsoids guarded the gripper, wrist and forearm while optical flow tracked a moving hazard.

Limits and context

  • The remaining contacts show risk reduction, not complete protection.

Key claims

  1. Five ellipsoids guarded the gripper, wrist and forearm while optical flow tracked a moving hazard.

    Qualification: The remaining contacts show risk reduction, not complete protection.

    Evidence: source-2026-10-01-011

Sources

  1. arXiv preprint 2609.40007arXiv · primary research

Corrections

No corrections have been recorded for this story.