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arxiv 2109.13649 v1 pith:5YGZ22VT submitted 2021-09-28 cs.RO

Affordance Template Registration via Human-in-the-loop Corrections

classification cs.RO
keywords methodusercorrectionsmodelaffordanceautonomyexistinginput
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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Affordance Templates (ATs) are a method for parameterizing objects for autonomous robot manipulations. In this approach, instances of an object are registered by positioning a model in a 3D environment, which requires a large amount of user input. We instead propose a registration method which combines autonomy and user corrections. For selected objects, the system determines both the model and corresponding pose autonomously. The user makes corrections only if the model or pose is incorrect. This method increases the level of autonomy compared to existing approaches which can reduce user input and time on task. In this paper, we present an overview of existing methods, a description of our method, preliminary results, and planned future work.

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