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The complex physical properties of highly deformable materials such as clothes pose significant challenges fanipulation systems. We present a novel visual feedback dictionary-based method for manipulating defoor autonomous robotic mrmable…

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

Cloth manipulation is a category of deformable object manipulation of great interest to the robotics community, from applications of automated laundry-folding and home organizing and cleaning to textiles and flexible manufacturing. Despite…

机器人学 · 计算机科学 2023-09-22 Yutong Zhang , Fei Liu , Xiao Liang , Michael Yip

Automatically detecting graspable regions from a single depth image is a key ingredient in cloth manipulation. The large variability of cloth deformations has motivated most of the current approaches to focus on identifying specific…

Knitting, a cornerstone of textile manufacturing, is uniquely challenging to automate, particularly in terms of converting fabric designs into precise, machine-readable instructions. This research bridges the gap between textile production…

机器人学 · 计算机科学 2025-04-22 Haoliang Sheng , Songpu Cai , Xingyu Zheng , Meng Cheng Lau

Deformable Object Manipulation (DOM) is of significant importance to both daily and industrial applications. Recent successes in differentiable physics simulators allow learning algorithms to train a policy with analytic gradients through…

机器人学 · 计算机科学 2023-03-13 Siwei Chen , Yiqing Xu , Cunjun Yu , Linfeng Li , Xiao Ma , Zhongwen Xu , David Hsu

The manipulation of deformable objects by robotic systems presents a significant challenge due to their complex and infinite-dimensional configuration spaces. This paper introduces a novel approach to Deformable Object Manipulation (DOM) by…

机器人学 · 计算机科学 2024-10-22 Peng Zhou , Pai Zheng , Jiaming Qi , Chenxi Li , Samantha Lee , Chenguang Yang , David Navarro-Alarcon , Jia Pan

This paper presents a novel learning-based clothing deformation method to generate rich and reasonable detailed deformations for garments worn by bodies of various shapes in various animations. In contrast to existing learning-based…

计算机视觉与模式识别 · 计算机科学 2023-08-08 Tianxing Li , Rui Shi , Takashi Kanai

In robotic surgery, pattern cutting through a deformable material is a challenging research field. The cutting procedure requires a robot to concurrently manipulate a scissor and a gripper to cut through a predefined contour trajectory on…

机器人学 · 计算机科学 2019-02-15 Ngoc Duy Nguyen , Thanh Nguyen , Saeid Nahavandi , Asim Bhatti , Glenn Guest

We address the problem of goal-directed cloth manipulation, a challenging task due to the deformability of cloth. Our insight is that optical flow, a technique normally used for motion estimation in video, can also provide an effective…

机器人学 · 计算机科学 2022-04-12 Thomas Weng , Sujay Bajracharya , Yufei Wang , Khush Agrawal , David Held

Due to the high dimensionality of object states, a garment flattening pipeline requires recognising the configurations of garments for a robot to produce/select manipulation plans to flatten garments. In this paper, we propose a…

机器人学 · 计算机科学 2022-08-30 Li Duan , Gerardo Aragon-Camarasa

Robotic cloth manipulation is a relevant challenging problem for autonomous robotic systems. Highly deformable objects as textile items can adopt multiple configurations and shapes during their manipulation. Hence, robots should not only…

机器人学 · 计算机科学 2022-09-21 Adrià Luque , David Parent , Adrià Colomé , Carlos Ocampo-Martinez , Carme Torras

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

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

This paper proposes a new control framework for manipulating soft objects. A Deep Reinforcement Learning (DRL) approach is used to make the shape of a deformable object reach a set of desired points by controlling a robotic arm which…

Manipulating deformable objects, such as ropes and clothing, is a long-standing challenge in robotics, because of their large degrees of freedom, complex non-linear dynamics, and self-occlusion in visual perception. The key difficulty is a…

机器人学 · 计算机科学 2022-03-08 Xiao Ma , David Hsu , Wee Sun Lee

Seams are information-rich components of garments. The presence of different types of seams and their combinations helps to select grasping points for garment handling. In this paper, we propose a new Seam-Informed Strategy (SIS) for…

Robot-assisted dressing has the potential to significantly improve the lives of individuals with mobility impairments. To ensure an effective and comfortable dressing experience, the robot must be able to handle challenging deformable…

机器人学 · 计算机科学 2025-09-17 Alexis Yihong Hao , Yufei Wang , Navin Sriram Ravie , Bharath Hegde , David Held , Zackory Erickson

Robotic packaging using wrapping paper poses significant challenges due to the material's complex deformation properties. The packaging process itself involves multiple steps, primarily categorized as folding the paper or creating creases.…

机器人学 · 计算机科学 2025-03-21 Hiroki Hanai , Takuya Kiyokawa , Weiwei Wan , Kensuke Harada

Robotic manipulation of cloth remains challenging for robotics due to the complex dynamics of the cloth, lack of a low-dimensional state representation, and self-occlusions. In contrast to previous model-based approaches that learn a…

机器人学 · 计算机科学 2022-01-07 Xingyu Lin , Yufei Wang , Zixuan Huang , David Held

Robotic fabric manipulation in garment production for sewing, cutting, and ironing requires reliable flattening and alignment, yet remains challenging due to fabric deformability, effectively infinite degrees of freedom, and frequent…

机器人学 · 计算机科学 2025-10-02 Kai Tang , Dipankar Bhattacharya , Hang Xu , Fuyuki Tokuda , Norman C. Tien , Kazuhiro Kosuge