ArXiv TLDR

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

🐦 Tweet
2604.22363

Zeyi Li, Yushi Yang, Shawn Xie, Kyle Xu, Tianxing Chen + 13 more

cs.ROcs.AI

TLDR

LeHome is a new simulation environment for realistic deformable object manipulation in household robotics, supporting low-cost robots.

Key contributions

  • Introduces LeHome, a simulation environment for deformable object manipulation in household scenarios.
  • Features high-fidelity dynamics for diverse deformable objects like garments and food items.
  • Supports multiple robotic embodiments, focusing on low-cost robots for practical evaluation.
  • Enables end-to-end task evaluation on resource-constrained hardware, bridging sim-to-real.

Why it matters

Household robotics, especially with deformable objects, is a major challenge due to simulation limitations. LeHome addresses this by providing a robust, high-fidelity simulation environment. It enables researchers to develop and test solutions for practical household tasks using accessible, low-cost robotic platforms.

Original Abstract

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/ .

📬 Weekly AI Paper Digest

Get the top 10 AI/ML arXiv papers from the week — summarized, scored, and delivered to your inbox every Monday.