LeHome: A Simulation Environment for Deformable Object Manipulation in Household Scenarios
Not on the map. Why?
Abstract (arXiv)
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/ .
Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 32 of its 44 references that are in the map. First posted on arXiv 24 Apr 2026.
Builds on
32 of 44 references.
References · 32
- 2023Diffusion Policy: Visuomotor Policy Learning via Action Diffusioncited by 2,838
- 2024π0: A Vision-Language-Action Flow Model for General Robot Controlcited by 2,407
- 2023Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardwarecited by 1,568
- 2023LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learningcited by 1,410
- 2025GR00T N1: An Open Foundation Model for Generalist Humanoid Robotscited by 1,225
- 2019RLBench: The Robot Learning Benchmark & Learning Environmentcited by 689
- 2025SmolVLA: A Vision-Language-Action Model for Affordable and Efficient Roboticscited by 530
- 2025RoboTwin 2.0: A Scalable Data Generator and Benchmark with Strong Domain Randomization for Robust Bimanual Robotic Manipulationcited by 518
- 2021Habitat 2.0: Training Home Assistants to Rearrange their Habitatcited by 511
- 2024RoboCasa: Large-Scale Simulation of Everyday Tasks for Generalist Robotscited by 407
- 2024Mobile ALOHA: Learning Bimanual Mobile Manipulation with Low-Cost Whole-Body Teleoperationcited by 391
- 2024ManiSkill3: GPU Parallelized Robotics Simulation and Rendering for Generalizable Embodied AIcited by 229
20 more
- 2021iGibson 2.0: Object-Centric Simulation for Robot Learning of Everyday Household Taskscited by 194
- 2020SoftGym: Benchmarking Deep Reinforcement Learning for Deformable Object Manipulationcited by 121
- 2025RoboTwin: Dual-Arm Robot Benchmark with Generative Digital Twinscited by 121
- 2023HomeRobot: Open-Vocabulary Mobile Manipulationcited by 106
- 2021PlasticineLab: A Soft-Body Manipulation Benchmark with Differentiable Physicscited by 103
- 2021FlingBot: The Unreasonable Effectiveness of Dynamic Manipulation for Cloth Unfoldingcited by 81
- 2020Learning to Rearrange Deformable Cables, Fabrics, and Bags with Goal-Conditioned Transporter Networkscited by 78
- 2023RoboCook: Long-Horizon Elasto-Plastic Object Manipulation with Diverse Toolscited by 76
- 2023ARNOLD: A Benchmark for Language-Grounded Task Learning With Continuous States in Realistic 3D Scenescited by 69
- 2021DiSECt: A Differentiable Simulation Engine for Autonomous Robotic Cuttingcited by 64
- 2025RoboVerse: Towards a Unified Platform, Dataset and Benchmark for Scalable and Generalizable Robot Learningcited by 54
- 2022DiffSkill: Skill Abstraction from Differentiable Physics for Deformable Object Manipulations with Toolscited by 44
- 2023FluidLab: A Differentiable Environment for Benchmarking Complex Fluid Manipulationcited by 40
- 2025BEHAVIOR Robot Suite: Streamlining Real-World Whole-Body Manipulation for Everyday Household Activitiescited by 31
- 2023ClothesNet: An Information-Rich 3D Garment Model Repository with Simulated Clothes Environmentcited by 23
- 2024GarmentLab: A Unified Simulation and Benchmark for Garment Manipulationcited by 22
- 2022Contact Points Discovery for Soft-Body Manipulations with Differentiable Physicscited by 14
- 2023UniFolding: Towards Sample-efficient, Scalable, and Generalizable Robotic Garment Foldingcited by 13
- 2025DexGarmentLab: Dexterous Garment Manipulation Environment with Generalizable Policycited by 13
- 2024Thin-Shell Object Manipulations With Differentiable Physics Simulationscited by 3
Built on by
Citing papers per year: 2026: 2.
2 papers.