Household Cloth Object Set: Fostering Benchmarking in Deformable Object Manipulation
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Abstract (arXiv)
Benchmarking of robotic manipulations is one of the open issues in robotic research. An important factor that has enabled progress in this area in the last decade is the existence of common object sets that have been shared among different research groups. However, the existing object sets are very limited when it comes to cloth-like objects that have unique particularities and challenges. This paper is a first step towards the design of a cloth object set to be distributed among research groups from the robotics cloth manipulation community. We present a set of household cloth objects and related tasks that serve to expose the challenges related to gathering such an object set and propose a roadmap to the design of common benchmarks in cloth manipulation tasks, with the intention to set the grounds for a future debate in the community that will be necessary to foster benchmarking for the manipulation of cloth-like objects. Some RGB-D and object scans are also collected as examples for the objects in relevant configurations. More details about the cloth set are shared in http://www.iri.upc.edu/groups/perception/ClothObjectSet/HouseholdClothSet.html.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 2 Nov 2021.
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Citing papers per year: 2023: 2; 2024: 2; 2025: 2; 2026: 1.
7 papers.
- 2026LLM-as-a-Verifier: A General-Purpose Verification Frameworkcited by 30
- 2023Benchmarking the Sim-to-Real Gap in Cloth Manipulationcited by 17
- 2024Learning Keypoints for Robotic Cloth Manipulation using Synthetic Datacited by 11
- 2023QDP: Learning to Sequentially Optimise Quasi-Static and Dynamic Manipulation Primitives for Robotic Cloth Manipulationcited by 5
- 2025BiFold: Bimanual Cloth Folding with Language Guidancecited by 4
- 2024Center Direction Network for Grasping Point Localization on Clothscited by 2
- 2025Australian Supermarket Object Set (ASOS): A Benchmark Dataset of Physical Objects and 3D Models for Robotics and Computer Visioncited by 0
- 2026LLM-as-a-Verifier: A General-Purpose Verification Framework6 Jul 2026
- 2025Australian Supermarket Object Set (ASOS): A Benchmark Dataset of Physical Objects and 3D Models for Robotics and Computer Vision9 Sep 2025
- 2025BiFold: Bimanual Cloth Folding with Language Guidance27 Jan 2025
- 2024Center Direction Network for Grasping Point Localization on Cloths26 Aug 2024
- 2024Learning Keypoints for Robotic Cloth Manipulation using Synthetic Data3 Jan 2024
- 2023Benchmarking the Sim-to-Real Gap in Cloth Manipulation14 Oct 2023
- 2023QDP: Learning to Sequentially Optimise Quasi-Static and Dynamic Manipulation Primitives for Robotic Cloth Manipulation23 Mar 2023