arXiv:2604.22363cs.ROcs.AI2026-04中稿 · ed被引 6

打造家用柔性物体操作仿真环境,支持低成本机器人实测

LeHome: A Simulation Environment for Deformable Object Manipulation in Household Scenarios

论文配图:LeHome: A Simulation Environment for Deformable Object Manipulation in Household Scenarios
图 1 · 摘自论文原文
  • 构建覆盖衣物与食物的高保真柔性物体仿真环境
  • 支持多机器人形态且适配资源受限硬件平台
  • 为家庭机器人任务提供可扩展的真实测试基准

家庭环境是机器人应用最广泛、影响最深远但也最具挑战性的领域之一。在家庭场景中,柔性物体的操作尤为困难,原因包括品类与形状多样、动力学复杂、材料特性各异,以及现有模拟器缺乏可靠的柔性物体支持。我们提出LeHome,一个专为家庭场景下柔性物体操作设计的综合性仿真环境。该环境涵盖衣物、食品等多种柔性物体,具备高保真动力学与真实交互效果,解决了现有模拟器难以准确模拟的问题。此外,LeHome支持多种机器人形态,并以低成本机器人为核心目标,实现对资源受限硬件上的端到端家庭任务评估。通过弥合真实柔性物体模拟与实际机器人平台之间的差距,LeHome为推进家庭机器人技术提供了可扩展的测试平台。

原文摘要 · Abstract (English)

Household environments present one of the most common, impactful yet challenging application domains for robotics. Within household scenarios, manipulating deformable objects is particularly difficult, both in simulation and real-world execution, due to varied categories and shapes, complex dynamics, and diverse material properties, as well as the lack of reliable deformable-object support in existing simulations. We introduce LeHome, a comprehensive simulation environment designed for deformable object manipulation in household scenarios. LeHome covers a wide spectrum of deformable objects, such as garments and food items, offering high-fidelity dynamics and realistic interactions that existing simulators struggle to simulate accurately. Moreover, LeHome supports multiple robotic embodiments and emphasizes low-cost robots as a core focus, enabling end-to-end evaluation of household tasks on resource-constrained hardware. By bridging the gap between realistic deformable object simulation and practical robotic platforms, LeHome provides a scalable testbed for advancing household robotics. Webpage: https://lehome-web.github.io/ .

仿真环境柔性物体家庭机器人

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