蔬菜削皮:约束下灵巧操作的案例研究
Vegetable Peeling: A Case Study in Constrained Dexterous Manipulation
AI总结:
针对现有灵巧操作研究较少探索下游应用的问题,本文聚焦食品削皮约束场景,提出一种学习重定向控制器的简单系统,可实现重定向后稳固持物以支持后续削皮任务。
摘要:
近期研究在灵巧操作问题,尤其是手部物体重定向方面取得了显著进展。然而,现有研究很少探索已开发的灵巧操作控制器在下游任务中的潜在应用。本研究聚焦于食品削皮场景下的约束型灵巧操作。食品削皮对重定向控制器提出了多种约束,例如要求手部在重定向后能稳固握持物体以进行削皮。我们提出了一个用于学习重定向控制器的简单系统,可为后续削皮任务提供支持。相关视频可访问:https://taochenshh.github.io/projects/veg-peeling。
英文摘要:
Recent studies have made significant progress in addressing dexterous manipulation problems, particularly in in-hand object reorientation. However, there are few existing works that explore the potential utilization of developed dexterous manipulation controllers for downstream tasks. In this study, we focus on constrained dexterous manipulation for food peeling. Food peeling presents various constraints on the reorientation controller, such as the requirement for the hand to securely hold the object after reorientation for peeling. We propose a simple system for learning a reorientation controller that facilitates the subsequent peeling task. Videos are available at: https://taochenshh.github.io/projects/veg-peeling.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。