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Humans rely on touch and tactile sensing for a lot of dexterous manipulation tasks. Our tactile sensing provides us with a lot of information regarding contact formations as well as geometric information about objects during any…

机器人学 · 计算机科学 2023-06-06 Kei Ota , Devesh K. Jha , Hsiao-Yu Tung , Joshua B. Tenenbaum

This paper has introduced a novel approach for the real-time estimation of 3D tactile forces exerted by human fingertips via vision only. The introduced approach is entirely monocular vision-based and does not require any physical force…

计算机视觉与模式识别 · 计算机科学 2021-10-18 Navid Fallahinia , Stephen Mascaro

Vision-based tactile sensors typically utilize a deformable elastomer and a camera mounted above to provide high-resolution image observations of contacts. Obtaining accurate volumetric meshes for the deformed elastomer can provide direct…

机器人学 · 计算机科学 2022-03-30 Xinghao Zhu , Siddarth Jain , Masayoshi Tomizuka , Jeroen van Baar

Recently simulation methods have been developed for optical tactile sensors to enable the Sim2Real learning, i.e., firstly training models in simulation before deploying them on the real robot. However, some artefacts in the real objects…

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

Data-driven approaches to tactile sensing aim to overcome the complexity of accurately modeling contact with soft materials. However, their widespread adoption is impaired by concerns about data efficiency and the capability to generalize…

机器人学 · 计算机科学 2020-03-06 Carmelo Sferrazza , Thomas Bi , Raffaello D'Andrea

Sensory feedback is the fundamental driving force behind motor control and learning. However, the technology for low-cost and efficient sensory feedback remains a big challenge during stroke rehabilitation, and for prosthetic designs. Here…

人机交互 · 计算机科学 2019-06-20 Kuniharu Sakurada , Gowrishankar Ganesh , Wenwei Yu , Kahori Kita

Real-time prediction of deformation in highly compliant soft materials remains a significant challenge in soft robotics. While vision-based soft tactile sensors can track internal marker displacements, learning-based models for 3D contact…

机器人学 · 计算机科学 2026-02-24 Junhui Lee , Hyosung Kim , Saekwang Nam

Incorporating effective tactile sensing and mechanical compliance is key towards enabling robust and safe operation of robots in unknown, uncertain and cluttered environments. Towards realizing this goal, we present a lightweight,…

机器人学 · 计算机科学 2019-04-05 Alex Alspach , Kunimatsu Hashimoto , Naveen Kuppuswamy , Russ Tedrake

The purpose of this study is to construct a contact point estimation system for the both side of a finger, and to realize a motion of bending the finger after inserting the finger into a tool (hereinafter referred to as the bending after…

机器人学 · 计算机科学 2024-12-03 Kazuhiro Miyama , Shun Hasegawa , Kento Kawaharazuka , Naoya Yamaguchi , Kei Okada , Masayuki Inaba

Today's touch sensors come in many shapes and sizes. This has made it challenging to develop general-purpose touch processing methods since models are generally tied to one specific sensor design. We address this problem by performing…

机器人学 · 计算机科学 2024-09-13 Samanta Rodriguez , Yiming Dou , Miquel Oller , Andrew Owens , Nima Fazeli

Tactile sensing has proven to be an invaluable tool for enhancing robotic perception, particularly in scenarios where visual data is limited or unavailable. However, traditional methods for pose estimation using tactile data often rely on…

机器人学 · 计算机科学 2024-09-24 Jose A. Eyzaguirre , Miquel Oller , Nima Fazeli

In this paper, we present the TacShade a newly designed 3D-printed soft optical tactile sensor. The sensor is developed for shape reconstruction under the inspiration of sketch drawing that uses the density of sketch lines to draw light and…

图像与视频处理 · 电气工程与系统科学 2024-06-04 Zhenyu Lu , Jialong Yang , Haoran Li , Yifan Li , Weiyong Si , Nathan Lepora , Chenguang Yang

Tactile sensing plays a crucial role in robot grasping and manipulation by providing essential contact information between the robot and the environment. In this paper, we present AllTact Fin Ray, a novel compliant gripper design with…

机器人学 · 计算机科学 2025-04-28 Siwei Liang , Yixuan Guan , Jing Xu , Hongyu Qian , Xiangjun Zhang , Dan Wu , Wenbo Ding , Rui Chen

This work studies the problem of shape reconstruction and object localization using a vision-based tactile sensor, GelSlim. The main contributions are the recovery of local shapes from contact, an approach to reconstruct the tactile shape…

机器人学 · 计算机科学 2019-07-12 Maria Bauza , Oleguer Canal , Alberto Rodriguez

Distributed tactile sensing remains difficult to scale over large areas: dense sensor arrays increase wiring, cost, and fragility, while many alternatives provide limited coverage or miss fast interaction dynamics. We present Sound of…

机器人学 · 计算机科学 2026-02-20 Xili Yi , Ying Xing , Zachary Manchester , Nima Fazeli

Tactile sensing is inherently contact based. To use tactile data, robots need to make contact with the surface of an object. This is inefficient in applications where an agent needs to make a decision between multiple alternatives that…

机器人学 · 计算机科学 2021-10-19 Karankumar Patel , Soshi Iba , Nawid Jamali

We investigate the transduction of tactile information during active exploration of finely textured surfaces using a novel tactile sensor mimicking the human fingertip. The sensor has been designed by integrating a linear array of 10…

软凝聚态物质 · 物理学 2010-07-30 Raphaël Candelier , Georges Debrégeas , Alexis Prevost

Deep learning has the potential to have the impact on robot touch that it has had on robot vision. Optical tactile sensors act as a bridge between the subjects by allowing techniques from vision to be applied to touch. In this paper, we…

机器人学 · 计算机科学 2020-12-07 Nathan F. Lepora , Alex Church , Conrad De Kerckhove , Raia Hadsell , John Lloyd

Over the past few decades, efforts have been made towards robust robotic grasping, and therefore dexterous manipulation. The soft gripper has shown their potential in robust grasping due to their inherent properties-low, control complexity,…

机器人学 · 计算机科学 2020-12-08 Linhan Yang , Xudong Han , Weijie Guo , Zixin Zhang , Fang Wan , Jia Pan , Chaoyang Song

This paper presents a shear-based control scheme for grasping and manipulating delicate objects with a Pisa/IIT anthropomorphic SoftHand equipped with soft biomimetic tactile sensors on all five fingertips. These `microTac' tactile sensors…