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Manipulation of deformable objects, such as ropes and cloth, is an important but challenging problem in robotics. We present a learning-based system where a robot takes as input a sequence of images of a human manipulating a rope from an…

计算机视觉与模式识别 · 计算机科学 2017-03-07 Ashvin Nair , Dian Chen , Pulkit Agrawal , Phillip Isola , Pieter Abbeel , Jitendra Malik , Sergey Levine

This paper investigates how learning can be used to ease the design of high-quality paths for the assembly of deformable objects. Object dynamics plays an important role when manipulating deformable objects; thus, detailed models are often…

机器人学 · 计算机科学 2025-06-02 Yitaek Kim , Christoffer Sloth

Flexible manufacturing processes demand robots to easily adapt to changes in the environment and interact with humans. In such dynamic scenarios, robotic tasks may be programmed through learning-from-demonstration approaches, where a…

机器人学 · 计算机科学 2019-08-21 Leonel Rozo

Humans inherently possess generalizable visual representations that empower them to efficiently explore and interact with the environments in manipulation tasks. We advocate that such a representation automatically arises from…

机器人学 · 计算机科学 2023-10-05 Mingxiao Huo , Mingyu Ding , Chenfeng Xu , Thomas Tian , Xinghao Zhu , Yao Mu , Lingfeng Sun , Masayoshi Tomizuka , Wei Zhan

Humans demonstrate an impressive ability to acquire and generalize manipulation "tricks." Even from a single demonstration, such as using soup ladles to reach for distant objects, we can apply this skill to new scenarios involving different…

机器人学 · 计算机科学 2023-11-07 Jiayuan Mao , Joshua B. Tenenbaum , Tomás Lozano-Pérez , Leslie Pack Kaelbling

Object manipulation is a basic element in everyday human lives. Robotic manipulation has progressed from maneuvering single-rigid-body objects with firm grasping to maneuvering soft objects and handling contact-rich actions. Meanwhile,…

机器人学 · 计算机科学 2017-08-18 Leidi Zhao , Raheem Lawhorn , Siddharth Patil , Steve Susanibar , Lu Lu , Cong Wang , Bo Ouyang

The term robot generally refers to a machine that looks and works in a way similar to a human. The modern industry is rapidly shifting from manual control of systems to automation, in order to increase productivity and to deliver quality…

机器人学 · 计算机科学 2022-01-21 Krishnaraj Rao N S , Avinash N J , Rama Moorthy H , Karthik K , Sudesh Rao , Santosh S

Human dexterity is an invaluable capability for precise manipulation of objects in complex tasks. The capability of robots to similarly grasp and perform in-hand manipulation of objects is critical for their use in the ever changing human…

机器人学 · 计算机科学 2024-10-25 Abraham Itzhak Weinberg , Alon Shirizly , Osher Azulay , Avishai Sintov

A major challenge for the realization of intelligent robots is to supply them with cognitive abilities in order to allow ordinary users to program them easily and intuitively. One way of such programming is teaching work tasks by…

人机交互 · 计算机科学 2016-11-17 P. C. McGuire , J. Fritsch , J. J. Steil , F. Roethling , G. A. Fink , S. Wachsmuth , G. Sagerer , H. Ritter

An effective human-robot collaborative process results in the reduction of the operator's workload, promoting a more efficient, productive, safer and less error-prone working environment. However, the implementation of collaborative robots…

机器人学 · 计算机科学 2024-03-11 Miguel Neves , Laura Duarte , Pedro Neto

To facilitate the wider adoption of robotics, accessible programming tools are required for non-experts. Observational learning enables intuitive human skills transfer through hands-on demonstrations, but relying solely on visual input can…

机器人学 · 计算机科学 2025-07-29 Elena Merlo , Marta Lagomarsino , Arash Ajoudani

Robotic reproduction of oil paintings using soft brushes and pigments requires force-sensitive control of deformable tools, prediction of brushstroke effects, and multi-step stroke planning, often without human step-by-step demonstrations…

机器人学 · 计算机科学 2026-04-01 Yingke Wang , Hao Li , Yifeng Zhu , Hong-Xing Yu , Ken Goldberg , Li Fei-Fei , Jiajun Wu , Yunzhu Li , Ruohan Zhang

Eye-in-hand cameras have shown promise in enabling greater sample efficiency and generalization in vision-based robotic manipulation. However, for robotic imitation, it is still expensive to have a human teleoperator collect large amounts…

机器人学 · 计算机科学 2023-07-13 Moo Jin Kim , Jiajun Wu , Chelsea Finn

Industrial robots typically require very structured and predictable working environments, and explicit programming, in order to perform well. Therefore, expensive and time-consuming engineering work is a major obstruction when mediating…

机器人学 · 计算机科学 2019-05-28 Martin Karlsson

Robotic manipulation of unfamiliar objects in new environments is challenging and requires extensive training or laborious pre-programming. We propose a new skill transfer framework, which enables a robot to transfer complex object…

Industrial robots are increasingly deployed in applications requiring an end effector tool to closely track a specified path, such as in spraying and welding. Performance and productivity present possibly conflicting objectives: tracking…

机器人学 · 计算机科学 2023-01-09 Honglu He , Chen-lung Lu , Yunshi Wen , Glenn Saunders , Pinghai Yang , Jeffrey Schoonover , Agung Julius , John T. Wen

Recent years have seen a growth in the number of industrial robots working closely with end-users such as factory workers. This growing use of collaborative robots has been enabled in part due to the availability of end-user robot…

机器人学 · 计算机科学 2023-01-19 Gopika Ajaykumar , Chien-Ming Huang

Developing robots that can assist humans efficiently, safely, and adaptively is crucial for real-world applications such as healthcare. While previous work often assumes a centralized system for co-optimizing human-robot interactions, we…

机器人学 · 计算机科学 2024-12-30 Jason Qin , Shikun Ban , Wentao Zhu , Yizhou Wang , Dimitris Samaras

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

Flexible object manipulation of paper and cloth is a major research challenge in robot manipulation. Although there have been efforts to develop hardware that enables specific actions and to realize a single action of paper folding using…

机器人学 · 计算机科学 2024-11-14 Yukina Iwata , Shun Hasegawa , Kento Kawaharazuka , Kei Okada , Masayuki Inaba