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相关论文: Analysing the Interplay of Vision and Touch for De…

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When humans perform complex insertion tasks such as pushing a cup into a cupboard, routing a cable, or putting a key in a lock, they wiggle the object and adapt the process through tactile feedback. A similar robotic approach has not been…

High-density afferents in the human hand have long been regarded as essential for human grasping and manipulation abilities. In contrast, robotic tactile sensors are typically used to provide low-density contact data, such as…

机器人学 · 计算机科学 2020-06-09 Yashraj S. Narang , Karl Van Wyk , Arsalan Mousavian , Dieter Fox

Achieving safe, reliable real-world robotic manipulation requires agents to evolve beyond vision and incorporate tactile sensing to overcome sensory deficits and reliance on idealised state information. Despite its potential, the efficacy…

机器人学 · 计算机科学 2025-10-27 Elle Miller , Trevor McInroe , David Abel , Oisin Mac Aodha , Sethu Vijayakumar

Tactile sensing is critical for humans to perform everyday tasks. While significant progress has been made in analyzing object grasping from vision, it remains unclear how we can utilize tactile sensing to reason about and model the…

Precise perception of contact interactions is essential for fine-grained manipulation skills for robots. In this paper, we present the design of feedback skills for robots that must learn to stack complex-shaped objects on top of each other…

机器人学 · 计算机科学 2024-03-26 Kei Ota , Devesh K. Jha , Krishna Murthy Jatavallabhula , Asako Kanezaki , Joshua B. Tenenbaum

Tactile sensing is an essential capability for robots that carry out dexterous manipulation tasks. While cameras, Lidars and other remote sensors can assess a scene globally and instantly, tactile sensors can reduce their measurement…

机器人学 · 计算机科学 2021-12-06 Daniel Fernandes Gomes , Shan Luo

Traditional control methods effectively manage robot operations using models like motion equations but face challenges with issues of contact and friction, leading to unstable and imprecise controllers that often require manual tweaking.…

机器人学 · 计算机科学 2024-09-20 Bahador Beigomi , Zheng H. Zhu

Contact-rich manipulation has become increasingly important in robot learning. However, previous studies on robot learning datasets have focused on rigid objects and underrepresented the diversity of pressure conditions for real-world…

机器人学 · 计算机科学 2025-11-17 Eunju Kwon , Seungwon Oh , In-Chang Baek , Yucheon Park , Gyungbo Kim , JaeYoung Moon , Yunho Choi , Kyung-Joong Kim

Robots are increasingly envisioned as human companions, assisting with everyday tasks that often involve manipulating deformable objects. Although recent advances in robotic hardware and embodied AI have expanded their capabilities, current…

机器人学 · 计算机科学 2025-06-19 Pei Lin , Yuzhe Huang , Wanlin Li , Jianpeng Ma , Chenxi Xiao , Ziyuan Jiao

Vision-based policies have achieved a good performance in robotic manipulation due to the accessibility and richness of visual observations. However, purely visual sensing becomes insufficient in contact-rich and force-sensitive tasks where…

机器人学 · 计算机科学 2026-04-03 Jiuzhou Lei , Chang Liu , Yu She , Xiao Liang , Minghui Zheng

This paper comprehensively surveys research trends in imitation learning for contact-rich robotic tasks. Contact-rich tasks, which require complex physical interactions with the environment, represent a central challenge in robotics due to…

机器人学 · 计算机科学 2025-06-17 Toshiaki Tsuji , Yasuhiro Kato , Gokhan Solak , Heng Zhang , Tadej Petrič , Francesco Nori , Arash Ajoudani

Camera-based tactile sensors provide robots with a high-performance tactile sensing approach for environment perception and dexterous manipulation. However, achieving comprehensive environmental perception still requires cooperation with…

机器人学 · 计算机科学 2025-04-15 Yueshi Dong , Jieji Ren , Zhenle Liu , Zhanxuan Peng , Zihao Yuan , Ningbin Zhang , Guoying Gu

Tactile sensors have been introduced to a wide range of robotic tasks such as robot manipulation to mimic the sense of human touch. However, there has only been a few works that integrate tactile sensing into robot navigation. This paper…

机器人学 · 计算机科学 2022-11-24 Zhen Hao Gan , Yangwei You , Meng Yee , Chuah

Visuotactile sensing offers rich contact information that can help mitigate performance bottlenecks in imitation learning, particularly under vision-limited conditions, such as ambiguous visual cues or occlusions. Effectively fusing visual…

机器人学 · 计算机科学 2025-05-13 Shulong Jiang , Shiqi Zhao , Yuxuan Fan , Peng Yin

Dexterous manipulation requires precise geometric reasoning, yet existing visuo-tactile learning methods struggle with sub-millimeter precision tasks that are routine for traditional model-based approaches. We identify a key limitation:…

机器人学 · 计算机科学 2026-02-27 Jialei Huang , Yang Ye , Yuanqing Gong , Xuezhou Zhu , Yang Gao , Kaifeng Zhang

Deformable object manipulation is a classical and challenging research area in robotics. Compared with rigid object manipulation, this problem is more complex due to the deformation properties including elastic, plastic, and elastoplastic…

机器人学 · 计算机科学 2024-05-14 Jianhua Shan , Yuhao Sun , Shixin Zhang , Fuchun Sun , Zixi Chen , Zirong Shen , Cesare Stefanini , Yiyong Yang , Shan Luo , Bin Fang

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

While autonomous Uncrewed Aerial Vehicles (UAVs) have grown rapidly, most applications only focus on passive visual tasks. Aerial interaction aims to execute tasks involving physical interactions, which offers a way to assist humans in…

机器人学 · 计算机科学 2023-10-03 Xiaofeng Guo , Guanqi He , Mohammadreza Mousaei , Junyi Geng , Guanya Shi , Sebastian Scherer

We develop a real-time state estimation system to recover the pose and contact formation of an object relative to its environment. In this paper, we focus on the application of inserting an object picked by a suction cup into a tight space,…

机器人学 · 计算机科学 2018-03-22 Kuan-Ting Yu , Alberto Rodriguez

Accurate knowledge of object poses is crucial to successful robotic manipulation tasks, and yet most current approaches only work in laboratory settings. Noisy sensors and cluttered scenes interfere with accurate pose recognition, which is…

机器人学 · 计算机科学 2017-10-12 Felix Jonathan , Chris Paxton , Gregory D. Hager