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Quadrupedal loco-manipulation is commonly built on visual perception and proprioception. Yet reliable contact-rich manipulation remains difficult: vision and proprioception alone cannot resolve uncertain, evolving interactions with the…

The field of robotic manipulation has advanced significantly in recent years. At the sensing level, several novel tactile sensors have been developed, capable of providing accurate contact information. On a methodological level, learning…

机器人学 · 计算机科学 2026-04-21 Niklas Funk , Changqi Chen , Tim Schneider , Georgia Chalvatzaki , Roberto Calandra , Jan Peters

As more robots are implemented for contact-rich tasks, tactile sensors are in increasing demand. For many circumstances, the contact is required to be compliant, and soft sensors are in need. This paper introduces a novelly designed soft…

机器人学 · 计算机科学 2021-05-18 Wu-Te Yang , Zhian Kuang , Changhao Wang , Masayoshi Tomizuka

For both humans and robots, the sense of touch, known as tactile sensing, is critical for performing contact-rich manipulation tasks. Three key challenges in robotic tactile sensing are 1) interpreting sensor signals, 2) generating sensor…

机器人学 · 计算机科学 2025-03-11 Iretiayo Akinola , Jie Xu , Jan Carius , Dieter Fox , Yashraj Narang

This paper describes the design of a multi-camera optical tactile sensor that provides information about the contact force distribution applied to its soft surface. This information is contained in the motion of spherical particles spread…

机器人学 · 计算机科学 2020-06-24 Camill Trueeb , Carmelo Sferrazza , Raffaello D'Andrea

Robotic manipulation has made significant advancements, with systems demonstrating high precision and repeatability. However, this remarkable precision often fails to translate into efficient manipulation of thin deformable objects. Current…

机器人学 · 计算机科学 2025-07-09 Chao Zhao , Chunli Jiang , Lifan Luo , Shuai Yuan , Qifeng Chen , Hongyu Yu

Object handover is an important skill that we use daily when interacting with other humans. To deploy robots in collaborative setting, like houses, being able to receive and handing over objects safely and efficiently becomes a crucial…

机器人学 · 计算机科学 2025-06-23 Daniel Frau-Alfaro , Julio Castaño-Amoros , Santiago Puente , Pablo Gil , Roberto Calandra

Mobile manipulators are increasingly deployed in complex environments, requiring diverse sensors to perceive and interact with their surroundings. However, equipping every robot with every possible sensor is often impractical due to cost…

机器人学 · 计算机科学 2025-06-10 Idil Ozdamar , Doganay Sirintuna , Arash Ajoudani

Fine dexterous manipulation requires reactive control based on rich sensing of manipulator-object interactions. Tactile sensing arrays provide rich contact information across the manipulator's surface. However their implementation faces two…

机器人学 · 计算机科学 2025-03-11 Elie Chelly , Andrea Cherubini , Philippe Fraisse , Faiz Ben Amar , Mahdi Khoramshahi

Whole body tactile perception via tactile skins offers large benefits for robots in unstructured environments. To fully realize this benefit, tactile systems must support real-time data acquisition over a massive number of tactile sensor…

机器人学 · 计算机科学 2016-03-07 Brayden Hollis , Stacy Patterson , Jeff Trinkle

Robotic manipulation holds the potential to replace humans in the execution of tedious or dangerous tasks. However, control-based approaches are not suitable due to the difficulty of formally describing open-world manipulation in reality,…

机器人学 · 计算机科学 2023-11-21 Zihao Liu , Xing Liu , Yizhai Zhang , Zhengxiong Liu , Panfeng Huang

Tactile information is a critical tool for dexterous manipulation. As humans, we rely heavily on tactile information to understand objects in our environments and how to interact with them. We use touch not only to perform manipulation…

机器人学 · 计算机科学 2024-09-30 Abraham George , Selam Gano , Pranav Katragadda , Amir Barati Farimani

Humans display the remarkable ability to sense the world through tools and other held objects. For example, we are able to pinpoint impact locations on a held rod and tell apart different textures using a rigid probe. In this work, we…

机器人学 · 计算机科学 2021-10-01 Tasbolat Taunyazov , Luar Shui Song , Eugene Lim , Hian Hian See , David Lee , Benjamin C. K. Tee , Harold Soh

Manipulation of deformable objects is a challenging task for a robot. It will be problematic to use a single sensory input to track the behaviour of such objects: vision can be subjected to occlusions, whereas tactile inputs cannot capture…

机器人学 · 计算机科学 2023-05-01 Leszek Pecyna , Siyuan Dong , Shan Luo

Recent work has described neural-network-based agents that are trained with reinforcement learning (RL) to execute language-like commands in simulated worlds, as a step towards an intelligent agent or robot that can be instructed by human…

计算与语言 · 计算机科学 2020-05-20 Felix Hill , Sona Mokra , Nathaniel Wong , Tim Harley

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

Tactile sensing is critical for robotic grasping and manipulation of objects under visual occlusion. However, in contrast to simulations of robot arms and cameras, current simulations of tactile sensors have limited accuracy, speed, and…

机器人学 · 计算机科学 2021-04-01 Yashraj Narang , Balakumar Sundaralingam , Miles Macklin , Arsalan Mousavian , Dieter Fox

Tactile dexterous manipulation is essential to automating complex household tasks, yet learning effective control policies remains a challenge. While recent work has relied on imitation learning, obtaining high quality demonstrations for…

机器人学 · 计算机科学 2026-04-21 Rosy Chen , Mustafa Mukadam , Michael Kaess , Tingfan Wu , Francois R Hogan , Jitendra Malik , Akash Sharma

With the development of robot electronic skin technology, various tactile sensors, enhanced by AI, are unlocking a new dimension of perception for robots. In this work, we explore how robots equipped with electronic skin can recognize…

机器人学 · 计算机科学 2025-06-24 Shuo Jiang , Boce Hu , Linfeng Zhao , Lawson L. S. Wong

Dexterous in-hand manipulation for a multi-fingered anthropomorphic hand is extremely difficult because of the high-dimensional state and action spaces, rich contact patterns between the fingers and objects. Even though deep reinforcement…

机器人学 · 计算机科学 2023-04-20 Yongkang Luo , Wanyi Li , Peng Wang , Haonan Duan , Wei Wei , Jia Sun