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相关论文: The dGLI Cloth Coordinates: A Topological Represen…

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Cloth manipulation is a difficult problem mainly because of the non-rigid nature of cloth, which makes a good representation of deformation essential. We present a new representation for the deformation-state of clothes. First, we propose…

机器人学 · 计算机科学 2026-03-18 Jay Kamat , Júlia Borràs , Carme Torras

Cloth manipulation is very relevant for domestic robotic tasks, but it presents many challenges due to the complexity of representing, recognizing and predicting the behaviour of cloth under manipulation. In this work, we propose a generic,…

机器人学 · 计算机科学 2022-03-04 Júlia Borràs , Guillem Alenyà , Carme Torras

Cloth detection and manipulation is a common task in domestic and industrial settings, yet such tasks remain a challenge for robots due to cloth deformability. Furthermore, in many cloth-related tasks like laundry folding and bed making, it…

机器人学 · 计算机科学 2021-06-17 Jianing Qian , Thomas Weng , Luxin Zhang , Brian Okorn , David Held

In this paper we present a Deep Reinforcement Learning approach to solve dynamic cloth manipulation tasks. Differing from the case of rigid objects, we stress that the followed trajectory (including speed and acceleration) has a decisive…

机器人学 · 计算机科学 2020-03-06 Rishabh Jangir , Guillem Alenya , Carme Torras

Cloth folding is a widespread domestic task that is seemingly performed by humans but which is highly challenging for autonomous robots to execute due to the highly deformable nature of textiles; It is hard to engineer and learn…

机器人学 · 计算机科学 2021-10-19 Peng Zhou , Omar Zahra , Anqing Duan , Shengzeng Huo , Zeyu Wu , David Navarro-Alarcon

Cloth state estimation is an important problem in robotics. It is essential for the robot to know the accurate state to manipulate cloth and execute tasks such as robotic dressing, stitching, and covering/uncovering human beings. However,…

机器人学 · 计算机科学 2024-09-19 Jikai Ye , Wanze Li , Shiraz Khan , Gregory S. Chirikjian

The high degrees of freedom and complex structure of garments present significant challenges for clothing manipulation. In this paper, we propose a general topological dynamics model to fold complex clothing. By utilizing the visible…

机器人学 · 计算机科学 2025-04-30 Yiming Liu , Lijun Han , Enlin Gu , Hesheng Wang

We introduce Cloth-Splatting, a method for estimating 3D states of cloth from RGB images through a prediction-update framework. Cloth-Splatting leverages an action-conditioned dynamics model for predicting future states and uses 3D Gaussian…

计算机视觉与模式识别 · 计算机科学 2025-01-06 Alberta Longhini , Marcel Büsching , Bardienus P. Duisterhof , Jens Lundell , Jeffrey Ichnowski , Mårten Björkman , Danica Kragic

Cloth manipulation is challenging due to its highly complex dynamics, near-infinite degrees of freedom, and frequent self-occlusions, which complicate both state estimation and dynamics modeling. Inspired by recent advances in generative…

机器人学 · 计算机科学 2025-09-03 Tongxuan Tian , Haoyang Li , Bo Ai , Xiaodi Yuan , Zhiao Huang , Hao Su

Robotic cloth manipulation remains challenging due to the high-dimensional state space of fabrics, their deformable nature, and frequent occlusions that limit vision-based sensing. Although dual-arm systems can mitigate some of these…

机器人学 · 计算机科学 2026-03-12 Dongmyoung Lee , Wei Chen , Xiaoshuai Chen , Rui Zong , Petar Kormushev

Robotic manipulation of cloth has applications ranging from fabrics manufacturing to handling blankets and laundry. Cloth manipulation is challenging for robots largely due to their high degrees of freedom, complex dynamics, and severe…

机器人学 · 计算机科学 2022-07-25 Sashank Tirumala , Thomas Weng , Daniel Seita , Oliver Kroemer , Zeynep Temel , David Held

A textile structure is a periodic arrangement of threads in the thickened plane. A topological classification of textile structures is harder than for classical knots and links that are non-periodic and restricted to a bounded region. The…

几何拓扑 · 数学 2020-07-30 Matt Bright , Vitaliy Kurlin

In the realm of robotic cloth manipulation, accurately estimating the cloth state during or post-execution is imperative. However, the inherent complexities in a cloth's dynamic behavior and its near-infinite degrees of freedom (DoF) pose…

机器人学 · 计算机科学 2023-11-10 Dongzhe Zheng , Siqiong Yao , Wenqiang Xu , Cewu Lu

When performing cloth-related tasks, such as garment hanging, it is often important to identify and grasp certain structural regions -- a shirt's collar as opposed to its sleeve, for instance. However, due to cloth deformability, these…

机器人学 · 计算机科学 2024-01-25 Wei Chen , Dongmyoung Lee , Digby Chappell , Nicolas Rojas

Automating garment manipulation is challenging due to extremely high variability in object configurations. To reduce this intrinsic variation, we introduce the task of "canonicalized-alignment" that simplifies downstream applications by…

机器人学 · 计算机科学 2022-10-19 Alper Canberk , Cheng Chi , Huy Ha , Benjamin Burchfiel , Eric Cousineau , Siyuan Feng , Shuran Song

An appropriate user interface to collect human demonstration data for deformable object manipulation has been mostly overlooked in the literature. We present an interaction design for demonstrating cloth folding to robots. Users choose pick…

机器人学 · 计算机科学 2021-08-31 Benjamin Waymouth , Akansel Cosgun , Rhys Newbury , Tin Tran , Wesley P. Chan , Tom Drummond , Elizabeth Croft

Garment manipulation (e.g., unfolding, folding and hanging clothes) is essential for future robots to accomplish home-assistant tasks, while highly challenging due to the diversity of garment configurations, geometries and deformations.…

计算机视觉与模式识别 · 计算机科学 2024-05-14 Ruihai Wu , Haoran Lu , Yiyan Wang , Yubo Wang , Hao Dong

We present a novel approach for robust manipulation of high-DOF deformable objects such as cloth. Our approach uses a random forest-based controller that maps the observed visual features of the cloth to an optimal control action of the…

机器人学 · 计算机科学 2019-01-18 Biao Jia , Zherong Pan , Zhe Hu , Jia Pan , Dinesh Manocha

Robotic cloth manipulation faces challenges due to the fabric's complex dynamics and the high dimensionality of configuration spaces. Previous methods have largely focused on isolated smoothing or folding tasks and overly reliant on…

机器人学 · 计算机科学 2025-07-01 Changshi Zhou , Haichuan Xu , Jiarui Hu , Feng Luan , Zhipeng Wang , Yanchao Dong , Yanmin Zhou , Bin He

Clothes manipulation, such as folding or hanging, is a critical capability for home service robots. Despite recent advances, most existing methods remain limited to specific clothes types and tasks, due to the complex, high-dimensional…

机器人学 · 计算机科学 2025-10-20 Yuhong Deng , Chao Tang , Cunjun Yu , Linfeng Li , David Hsu
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