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A geometric approach to robotic laundry folding

Miller, Stephen, van den Berg, Jur, Fritz, Mario, Darrell, Trevor, Goldberg, Ken, Abbeel, Pieter·2012·The International Journal of Robotics Research

Abstract

We consider the problem of autonomous robotic laundry folding, and propose a solution to the perception and manipulation challenges inherent to the task. At the core of our approach is a quasi-static cloth model which allows us to neglect the complex dynamics of cloth under significant parts of the state space, allowing us to reason instead in terms of simple geometry. We present an algorithm which, given a 2D cloth polygon and a desired sequence of folds, outputs a motion plan for executing the corresponding manipulations, deemed g-folds, on a minimal number of robot grippers. We define parametrized fold sequences for four clothing categories: towels, pants, short-sleeved shirts, and long-sleeved shirts, each represented as polygons. We then devise a model-based optimization approach for visually inferring the class and pose of a spread-out or folded clothing article from a single image, such that the resulting polygon provides a parse suitable for these folding primitives. We test the manipulation and perception tasks individually, and combine them to implement an autonomous folding system on the Willow Garage PR2. This enables the PR2 to identify a clothing article spread out on a table, execute the computed folding sequence, and visually track its progress over successive folds.

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Metadata

Authors
Miller, S., van den Berg, J., Fritz, M., Darrell, T., Goldberg, K., & Abbeel, P.
Venue
The International Journal of Robotics Research
Published
2011-12-20
Volume
31
Issue
2
Pages
249-267
ISSN
  • 0278-3649 (ISSN-L)
  • 1741-3176
OpenAlex
W1982920857
Cited by
241
References
4
FWCI
12.26
Type
journal article
Language
en
Open access
closed

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CoChat. (2026). Citation check: A geometric approach to robotic laundry folding. https://app.cochat.ai/papers/10.1177/0278364911430417
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Miller, S., van den Berg, J., Fritz, M., Darrell, T., Goldberg, K., & Abbeel, P. (2012). A geometric approach to robotic laundry folding. The International Journal of Robotics Research. https://doi.org/10.1177/0278364911430417

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Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).

Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.