Do You Need a Hand? -- a Bimanual Robotic Dressing Assistance Scheme
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Abstract (arXiv)
Developing physically assistive robots capable of dressing assistance has the potential to significantly improve the lives of the elderly and disabled population. However, most robotics dressing strategies considered a single robot only, which greatly limited the performance of the dressing assistance. In fact, healthcare professionals perform the task bimanually. Inspired by them, we propose a bimanual cooperative scheme for robotic dressing assistance. In the scheme, an interactive robot joins hands with the human thus supporting/guiding the human in the dressing process, while the dressing robot performs the dressing task. We identify a key feature that affects the dressing action and propose an optimal strategy for the interactive robot using the feature. A dressing coordinate based on the posture of the arm is defined to better encode the dressing policy. We validate the interactive dressing scheme with extensive experiments and also an ablation study. The experiment video is available on https://sites.google.com/view/bimanualassitdressing/home
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Jan 2023.
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Citing papers per year: 2025: 5; 2026: 2.
7 papers.
- 2025Rethinking Bimanual Robotic Manipulation: Learning with Decoupled Interaction Frameworkcited by 11
- 2025GRACE: Generalizing Robot-Assisted Caregiving with User Functionality Embeddingscited by 4
- 2025Learning Human-Humanoid Coordination for Collaborative Object Carryingcited by 4
- 2025GraphGarment: Learning Garment Dynamics for Bimanual Cloth Manipulation Taskscited by 3
- 2025Robot Deformable Object Manipulation via NMPC-generated Demonstrations in Deep Reinforcement Learningcited by 2
- 2026Addressing Ambiguity in Imitation Learning through Product of Experts based Negative Feedbackcited by 0
- 2026Dressing in Motion: A Human Motion-Aware Diffusion Policy for Robot-Assisted Dressingcited by 0
- 2026Dressing in Motion: A Human Motion-Aware Diffusion Policy for Robot-Assisted Dressing4 Sep 2026
- 2026Addressing Ambiguity in Imitation Learning through Product of Experts based Negative Feedback27 Mar 2026
- 2025Learning Human-Humanoid Coordination for Collaborative Object Carrying16 Oct 2025
- 2025Rethinking Bimanual Robotic Manipulation: Learning with Decoupled Interaction Framework12 Mar 2025
- 2025GraphGarment: Learning Garment Dynamics for Bimanual Cloth Manipulation Tasks4 Mar 2025
- 2025Robot Deformable Object Manipulation via NMPC-generated Demonstrations in Deep Reinforcement Learning17 Feb 2025
- 2025GRACE: Generalizing Robot-Assisted Caregiving with User Functionality Embeddings29 Jan 2025