论文标题

验证社会导航政策的协议

A Protocol for Validating Social Navigation Policies

论文作者

Pirk, Sören, Lee, Edward, Xiao, Xuesu, Takayama, Leila, Francis, Anthony, Toshev, Alexander

论文摘要

对位置代理人实现社会可接受的行为是近期机器人研究的主要目标。机器人不仅应该在人类周围安全运行,而且还应遵守复杂的社会规范。制定符合社会政策的主要挑战是衡量其行为质量。社会行为非常复杂,因此很难创建可靠的指标来评估算法的性能。在本文中,我们提出了一种用于社会导航基准测试的协议,该协议定义了一组规范的社交导航方案和一个现场指标,用于使用问卷调查评估这些方案的性能。我们的实验表明,该协议在跑步和物理空间之间是现实,可扩展的且可重复的。我们的协议可以逐字复制,也可以用来定义新场景的社交导航基准。我们的目标是引入一种基准测试社会场景的协议,该方案是均匀且可比性的。

Enabling socially acceptable behavior for situated agents is a major goal of recent robotics research. Robots should not only operate safely around humans, but also abide by complex social norms. A key challenge for developing socially-compliant policies is measuring the quality of their behavior. Social behavior is enormously complex, making it difficult to create reliable metrics to gauge the performance of algorithms. In this paper, we propose a protocol for social navigation benchmarking that defines a set of canonical social navigation scenarios and an in-situ metric for evaluating performance on these scenarios using questionnaires. Our experiments show this protocol is realistic, scalable, and repeatable across runs and physical spaces. Our protocol can be replicated verbatim or it can be used to define a social navigation benchmark for novel scenarios. Our goal is to introduce a protocol for benchmarking social scenarios that is homogeneous and comparable.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源