RCareWorld: A Human-centric Simulation World for Caregiving Robots
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Abstract (arXiv)
We present RCareWorld, a human-centric simulation world for physical and social robotic caregiving designed with inputs from stakeholders, including care recipients, caregivers, occupational therapists, and roboticists. RCareWorld has realistic human models of care recipients with mobility limitations and caregivers, home environments with multiple levels of accessibility and assistive devices, and robots commonly used for caregiving. It interfaces with various physics engines to model diverse material types necessary for simulating caregiving scenarios, and provides the capability to plan, control, and learn both human and robot control policies by integrating with state-of-the-art external planning and learning libraries, and VR devices. We propose a set of realistic caregiving tasks in RCareWorld as a benchmark for physical robotic caregiving and provide baseline control policies for them. We illustrate the high-fidelity simulation capabilities of RCareWorld by demonstrating the execution of a policy learnt in simulation for one of these tasks on a real-world setup. Additionally, we perform a real-world social robotic caregiving experiment using behaviors modeled in RCareWorld. Robotic caregiving, though potentially impactful towards enhancing the quality of life of care recipients and caregivers, is a field with many barriers to entry due to its interdisciplinary facets. RCareWorld takes the first step towards building a realistic simulation world for robotic caregiving that would enable researchers worldwide to contribute to this impactful field. Demo videos and supplementary materials can be found at: https://emprise.cs.cornell.edu/rcareworld/.
Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). First posted on arXiv 19 Oct 2022.
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Citing papers per year: 2023: 4; 2024: 4; 2025: 4; 2026: 2.
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- 2024A Survey of Embodied Learning for Object-Centric Robotic Manipulationcited by 35
- 2023D-IF: Uncertainty-aware Human Digitization via Implicit Distribution Fieldcited by 26
- 2023Visual-Tactile Sensing for In-Hand Object Reconstructioncited by 13
- 2024MS-MANO: Enabling Hand Pose Tracking with Biomechanical Constraintscited by 9
- 2023Surrogate Assisted Generation of Human-Robot Interaction Scenarioscited by 8
- 2025STG-Avatar: Animatable Human Avatars via Spacetime Gaussiancited by 8
- 2025GRACE: Generalizing Robot-Assisted Caregiving with User Functionality Embeddingscited by 4
- 2024REPeat: A Real2Sim2Real Approach for Pre-acquisition of Soft Food Items in Robot-assisted Feedingcited by 2
- 2025RealMirror: A Comprehensive, Open-Source Vision-Language-Action Platform for Embodied AIcited by 2
- 2026SkillComposer: Learning Reusable Skills for Natural-Language Robot Programmingcited by 1
- 2023Multi-Granularity Hand Action Detectioncited by 0
- 2024Reducing Risk for Assistive Reinforcement Learning Policies with Diffusion Modelscited by 0
- 2026SkillComposer: Learning Reusable Skills for Natural-Language Robot Programming14 Aug 2026
- 2026TACTIC: Tactile and Vision Conditioned Contact-Centric Control for Whole-Arm Manipulation10 Jul 2026
- 2025STG-Avatar: Animatable Human Avatars via Spacetime Gaussian25 Oct 2025
- 2025PrioriTouch: Adapting to User Contact Preferences for Whole-Arm Physical Human-Robot Interaction22 Sep 2025
- 2025RealMirror: A Comprehensive, Open-Source Vision-Language-Action Platform for Embodied AI18 Sep 2025
- 2025GRACE: Generalizing Robot-Assisted Caregiving with User Functionality Embeddings29 Jan 2025
- 2024REPeat: A Real2Sim2Real Approach for Pre-acquisition of Soft Food Items in Robot-assisted Feeding13 Oct 2024
- 2024A Survey of Embodied Learning for Object-Centric Robotic Manipulation21 Aug 2024
- 2024Reducing Risk for Assistive Reinforcement Learning Policies with Diffusion Models13 May 2024
- 2024MS-MANO: Enabling Hand Pose Tracking with Biomechanical Constraints16 Apr 2024
- 2023D-IF: Uncertainty-aware Human Digitization via Implicit Distribution Field17 Aug 2023
- 2023Multi-Granularity Hand Action Detection19 Jun 2023
2 more
- 2024A Survey of Embodied Learning for Object-Centric Robotic Manipulationcited by 35
- 2023D-IF: Uncertainty-aware Human Digitization via Implicit Distribution Fieldcited by 26
- 2023Visual-Tactile Sensing for In-Hand Object Reconstructioncited by 13
- 2024MS-MANO: Enabling Hand Pose Tracking with Biomechanical Constraintscited by 9
- 2023Surrogate Assisted Generation of Human-Robot Interaction Scenarioscited by 8
- 2025STG-Avatar: Animatable Human Avatars via Spacetime Gaussiancited by 8
- 2025GRACE: Generalizing Robot-Assisted Caregiving with User Functionality Embeddingscited by 4
- 2024REPeat: A Real2Sim2Real Approach for Pre-acquisition of Soft Food Items in Robot-assisted Feedingcited by 2
- 2026SkillComposer: Learning Reusable Skills for Natural-Language Robot Programmingcited by 1
- 2023Multi-Granularity Hand Action Detectioncited by 0
- 2025PrioriTouch: Adapting to User Contact Preferences for Whole-Arm Physical Human-Robot Interactioncited by 0
- 2026TACTIC: Tactile and Vision Conditioned Contact-Centric Control for Whole-Arm Manipulationcited by 0
- 2026SkillComposer: Learning Reusable Skills for Natural-Language Robot Programming14 Aug 2026
- 2026TACTIC: Tactile and Vision Conditioned Contact-Centric Control for Whole-Arm Manipulation10 Jul 2026
- 2025STG-Avatar: Animatable Human Avatars via Spacetime Gaussian25 Oct 2025
- 2025PrioriTouch: Adapting to User Contact Preferences for Whole-Arm Physical Human-Robot Interaction22 Sep 2025
- 2025GRACE: Generalizing Robot-Assisted Caregiving with User Functionality Embeddings29 Jan 2025
- 2024REPeat: A Real2Sim2Real Approach for Pre-acquisition of Soft Food Items in Robot-assisted Feeding13 Oct 2024
- 2024A Survey of Embodied Learning for Object-Centric Robotic Manipulation21 Aug 2024
- 2024MS-MANO: Enabling Hand Pose Tracking with Biomechanical Constraints16 Apr 2024
- 2023D-IF: Uncertainty-aware Human Digitization via Implicit Distribution Field17 Aug 2023
- 2023Multi-Granularity Hand Action Detection19 Jun 2023
- 2023Surrogate Assisted Generation of Human-Robot Interaction Scenarios26 Apr 2023
- 2023Visual-Tactile Sensing for In-Hand Object Reconstruction25 Mar 2023