Household cloth object set: Fostering benchmarking in deformable object manipulation

Abstract - Benchmarking robotic manipulation 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, 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 preliminary set with just household cloth objects that serves to expose the challenges related to gathering such an object set and explores possible data that will be needed to accompany the set, 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. Here we also provide download access to the RGB-D and object scans that are collected for the objects in relevant configurations.

The Object Set

The object set consists on a collection of household cloth objects that can be found in any house. Objects of all the categories are included. An overview of the proposed cloth object set can be seen in the following figures. It spans a wide variety of sizes and yarns which allow to study many different types of manipulation skills and several cloth manipulation tasks. Repeated objects and different textiles but with same size for piling.

KITCHEN:
Towel, linen, waffle and chekered rags
DINNING ROOM:
Rectangular and round tablecloth, cotton and linen napkins
BEDROOM:
Bedsheet, fitted bedsheet, rectangular and squared pillowcases
BATHROOM:
Small, medium and big towels

zoom Click images for detail

zoom Click images for detail

zoom Click images for detail

zoom Click images for detail

Objects characteristics

The following table picks up the physical properties of the objects as their dimension, weight and % of elasticity under tension.

Data set

In addition to the physical object set, we provide some data for a more detail overview of the objects. This small dataset includes RGB and Depth images of all the objects in different configurations, 3D scans of the objects folded and piled and microscopic images for a detailed view of the yarn type of the objects.

Download

The data is available for download:

Additional data

Initial configurations

Cloth state in space is determined not only by its position and orientation but also by its configuration as it can adopt infinite configurations. The following list collects the most relevant ones that are used as initial or final states in cloth manipulation tasks.

Cloth manipuilation tasks

The main claim of this cloth object set is the standarization of the objects in cloth manipulation tasks for benchmarking purposes. We propose some of them that can be performed with the objects provided, spanning diferent complexity levels according to the object used and the type of manipulation required.

Maintenance

The object set comes with their original package. All the objects will be folded in particular ways and include three types of tags that are required to cut. Some initial steps should be followed once acquired the object set. In addition, as textile properties may change depending on the treatment and use you give to them, we defined a list of do's and dont's: