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A Partial Contour Similarity-Based Approach to Visual Affordances in Habile Agents.

机译:Habile代理中基于部分轮廓相似度的视觉承受能力方法。

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摘要

Affordances are commonly described as opportunities for action; features of an agent's environment that guide the agent's behavior. The concept of affordance is employed in a range of fields, including ecological psychology, artificial intelligence, and human factors. Yet there is no widely accepted, concrete formalization of the concept. Our goal is the development of a practical and theoretically well-motivated account of affordances, appropriate for embodied habile (i.e., tool-using) agents.;In a typical tool use task, we can view both the relationship between the agent and the tool and the relationship between the tool and the target in terms of affordances. One set of affordances relates to the ability of the agent to manipulate the tool, while a second set of affordances relates to the ability of the agent to manipulate the target by means of the tool. In both cases, effective tool use is facilitated by the coupling of one object to another: agent-to-tool-to-target. Thus we will refer to the subset of affordances that support such interactions as "coupling" affordances.;In the work presented here, we focus on the visual identification of such affordances via contour similarity. Objects with complementary contour segments can fit together, which suggests possible opportunities for effective interactions. We present a system for the identification and evaluation of partial contour-based matches and analyze the system's behavior. Noting the lack of an established framework for the evaluation of such a system, we propose a set of sample tool-use scenarios as part of our analysis. Finally, we demonstrate the use of the system in providing guidance to an autonomous robotic agent performing tool selection tasks.
机译:宽容通常被称为采取行动的机会;代理环境的特征,指导代理的行为。负担的概念被用于许多领域,包括生态心理学,人工智能和人为因素。但是,这个概念还没有被广泛接受的具体形式化。我们的目标是开发一种实用的,理论上有动机的赠款帐户,适用于具体的易用(即使用工具)代理人。在典型的工具使用任务中,我们可以查看代理人和工具之间的关系以及工具与目标之间的关系(按可负担能力)。一组供应能力与代理操纵工具的能力有关,而第二组供应能力与代理借助工具操纵目标的能力有关。在这两种情况下,一个对象与另一个对象(即代理到工具到目标)的耦合都有助于有效地使用工具。因此,我们将支持这种相互作用的能力的子集称为“耦合能力”。在这里提出的工作中,我们着重于通过轮廓相似性对这些能力进行视觉识别。具有互补轮廓线段的对象可以放在一起,这建议进行有效交互的可能机会。我们提出了一种用于识别和评估基于局部轮廓的匹配的系统,并分析了系统的行为。注意到缺乏评估此类系统的成熟框架,我们提出了一组示例工具使用场景作为我们分析的一部分。最后,我们演示了该系统在为执行工具选择任务的自主机器人代理提供指导方面的使用。

著录项

  • 作者

    Horton, Thomas Eugene.;

  • 作者单位

    North Carolina State University.;

  • 授予单位 North Carolina State University.;
  • 学科 Engineering Robotics.;Computer Science.
  • 学位 Ph.D.
  • 年度 2011
  • 页码 374 p.
  • 总页数 374
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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