Modeling, learning, perception, and control methods for deformable object manipulation

H Yin, A Varava, D Kragic - Science Robotics, 2021 - science.org
Perceiving and handling deformable objects is an integral part of everyday life for humans.
Automating tasks such as food handling, garment sorting, or assistive dressing requires …

A review for control theory and condition monitoring on construction robots

H Shi, R Li, X Bai, Y Zhang, L Min… - Journal of Field …, 2023 - Wiley Online Library
The application of robotic technologies in building construction leads to great convenience
and productivity improvement, and construction robots (CRs) bring enormous opportunities …

Challenges and outlook in robotic manipulation of deformable objects

J Zhu, A Cherubini, C Dune… - IEEE Robotics & …, 2022 - ieeexplore.ieee.org
Deformable object manipulation (DOM) is an emerging research problem in robotics. The
ability to manipulate deformable objects endows robots with higher autonomy and promises …

Learning to rearrange deformable cables, fabrics, and bags with goal-conditioned transporter networks

D Seita, P Florence, J Tompson… - … on Robotics and …, 2021 - ieeexplore.ieee.org
Rearranging and manipulating deformable objects such as cables, fabrics, and bags is a
long-standing challenge in robotic manipulation. The complex dynamics and high …

Fabricflownet: Bimanual cloth manipulation with a flow-based policy

T Weng, SM Bajracharya, Y Wang… - … on Robot Learning, 2022 - proceedings.mlr.press
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 …

Deep imitation learning of sequential fabric smoothing from an algorithmic supervisor

D Seita, A Ganapathi, R Hoque… - 2020 IEEE/RSJ …, 2020 - ieeexplore.ieee.org
Sequential pulling policies to flatten and smooth fabrics have applications from surgery to
manufacturing to home tasks such as bed making and folding clothes. Due to the complexity …

Imitating tool-based garment folding from a single visual observation using hand-object graph dynamics

P Zhou, J Qi, A Duan, S Huo, Z Wu… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Garment folding is a ubiquitous domestic task that is difficult to automate due to the highly
deformable nature of fabrics. In this article, we propose a novel method of learning from …

Visuospatial foresight for multi-step, multi-task fabric manipulation

R Hoque, D Seita, A Balakrishna, A Ganapathi… - arXiv preprint arXiv …, 2020 - arxiv.org
Robotic fabric manipulation has applications in home robotics, textiles, senior care and
surgery. Existing fabric manipulation techniques, however, are designed for specific tasks …

Enhancing Deformable Object Manipulation By Using Interactive Perception and Assistive Tools

P Zhou - arXiv preprint arXiv:2311.09659, 2023 - arxiv.org
In the field of robotic manipulation, the proficiency of deformable object manipulation lags
behind human capabilities due to the inherent characteristics of deformable objects. These …

Benchmarking bimanual cloth manipulation

I Garcia-Camacho, M Lippi, MC Welle… - IEEE Robotics and …, 2020 - ieeexplore.ieee.org
Cloth manipulation is a challenging task that, despite its importance, has received relatively
little attention compared to rigid object manipulation. In this letter, we provide three …