A Grasping-centered Analysis for Cloth Manipulation
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Abstract (arXiv)
Compliant and soft hands have gained a lot of attention in the past decade because of their ability to adapt to the shape of the objects, increasing their effectiveness for grasping. However, when it comes to grasping highly flexible objects such as textiles, we face the dual problem: it is the object that will adapt to the shape of the hand or gripper. In this context, the classic grasp analysis or grasping taxonomies are not suitable for describing textile objects grasps. This work proposes a novel definition of textile object grasps that abstracts from the robotic embodiment or hand shape and recovers concepts from the early neuroscience literature on hand prehension skills. This framework enables us to identify what grasps have been used in literature until now to perform robotic cloth manipulation, and allows for a precise definition of all the tasks that have been tackled in terms of manipulation primitives based on regrasps. In addition, we also review what grippers have been used. Our analysis shows how the vast majority of cloth manipulations have relied only on one type of grasp, and at the same time we identify several tasks that need more variety of grasp types to be executed successfully. Our framework is generic, provides a classification of cloth manipulation primitives and can inspire gripper design and benchmark construction for cloth manipulation.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Jun 2019.
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Citing papers per year: 2019: 1; 2020: 0; 2021: 3; 2022: 3; 2023: 3; 2024: 1; 2025: 2; 2026: 1.
14 papers.
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- 2021FabricFlowNet: Bimanual Cloth Manipulation with a Flow-based Policycited by 54
- 2019Deep Imitation Learning of Sequential Fabric Smoothing From an Algorithmic Supervisorcited by 44
- 2025ManipBench: Benchmarking Vision-Language Models for Low-Level Robot Manipulationcited by 24
- 2021VisuoSpatial Foresight for Physical Sequential Fabric Manipulationcited by 18
- 2023Benchmarking the Sim-to-Real Gap in Cloth Manipulationcited by 14
- 2023SculptBot: Pre-Trained Models for 3D Deformable Object Manipulationcited by 8
- 2022Learning Keypoints from Synthetic Data for Robotic Cloth Foldingcited by 3
- 2025GraphGarment: Learning Garment Dynamics for Bimanual Cloth Manipulation Taskscited by 3
- 2022Semantic State Estimation in Cloth Manipulation Taskscited by 2
- 2021Controlled Gaussian Process Dynamical Models with Application to Robotic Cloth Manipulationcited by 1
- 2022An adaptive admittance controller for collaborative drilling with a robot based on subtask classification via deep learningcited by 1
- 2023Learning to bag with a simulation-free reinforcement learning framework for robotscited by 1
2 more
- 2026TRACER: Texture-Robust Affordance Chain-of-Thought for Deformable-Object Refinement28 Jan 2026
- 2025ManipBench: Benchmarking Vision-Language Models for Low-Level Robot Manipulation14 May 2025
- 2025GraphGarment: Learning Garment Dynamics for Bimanual Cloth Manipulation Tasks4 Mar 2025
- 2024Autonomous Quilt Spreading for Caregiving Robots24 May 2024
- 2023Learning to bag with a simulation-free reinforcement learning framework for robots22 Oct 2023
- 2023Benchmarking the Sim-to-Real Gap in Cloth Manipulation14 Oct 2023
- 2023SculptBot: Pre-Trained Models for 3D Deformable Object Manipulation15 Sep 2023
- 2022An adaptive admittance controller for collaborative drilling with a robot based on subtask classification via deep learning28 May 2022
- 2022Learning Keypoints from Synthetic Data for Robotic Cloth Folding13 May 2022
- 2022Semantic State Estimation in Cloth Manipulation Tasks22 Mar 2022
- 2021FabricFlowNet: Bimanual Cloth Manipulation with a Flow-based Policy10 Nov 2021
- 2021Controlled Gaussian Process Dynamical Models with Application to Robotic Cloth Manipulation11 Mar 2021
- 2021FabricFlowNet: Bimanual Cloth Manipulation with a Flow-based Policycited by 54
- 2021VisuoSpatial Foresight for Physical Sequential Fabric Manipulationcited by 18
- 2023Benchmarking the Sim-to-Real Gap in Cloth Manipulationcited by 14
- 2023SculptBot: Pre-Trained Models for 3D Deformable Object Manipulationcited by 8
- 2022Learning Keypoints from Synthetic Data for Robotic Cloth Foldingcited by 3
- 2025GraphGarment: Learning Garment Dynamics for Bimanual Cloth Manipulation Taskscited by 3
- 2022Semantic State Estimation in Cloth Manipulation Taskscited by 2
- 2021Controlled Gaussian Process Dynamical Models with Application to Robotic Cloth Manipulationcited by 1
- 2022An adaptive admittance controller for collaborative drilling with a robot based on subtask classification via deep learningcited by 1
- 2023Learning to bag with a simulation-free reinforcement learning framework for robotscited by 1
- 2024Autonomous Quilt Spreading for Caregiving Robotscited by 0
- 2025GraphGarment: Learning Garment Dynamics for Bimanual Cloth Manipulation Tasks4 Mar 2025
- 2024Autonomous Quilt Spreading for Caregiving Robots24 May 2024
- 2023Learning to bag with a simulation-free reinforcement learning framework for robots22 Oct 2023
- 2023Benchmarking the Sim-to-Real Gap in Cloth Manipulation14 Oct 2023
- 2023SculptBot: Pre-Trained Models for 3D Deformable Object Manipulation15 Sep 2023
- 2022An adaptive admittance controller for collaborative drilling with a robot based on subtask classification via deep learning28 May 2022
- 2022Learning Keypoints from Synthetic Data for Robotic Cloth Folding13 May 2022
- 2022Semantic State Estimation in Cloth Manipulation Tasks22 Mar 2022
- 2021FabricFlowNet: Bimanual Cloth Manipulation with a Flow-based Policy10 Nov 2021
- 2021Controlled Gaussian Process Dynamical Models with Application to Robotic Cloth Manipulation11 Mar 2021
- 2021VisuoSpatial Foresight for Physical Sequential Fabric Manipulation19 Feb 2021