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Tactile perception is important for robotic systems that interact with the world through touch. Touch is an active sense in which tactile measurements depend on the contact properties of an interaction--e.g., velocity, force,…

Robotics · Computer Science 2024-05-21 Jake Ketchum , Ahalya Prabhakar , Todd D. Murphey

Inspired by the human ability to perform complex manipulation in the complete absence of vision (like retrieving an object from a pocket), the robotic manipulation field is motivated to develop new methods for tactile-based object…

Robotics · Computer Science 2022-07-22 Jingxi Xu , Shuran Song , Matei Ciocarlie

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…

Robotics · Computer Science 2020-03-06 Carmelo Sferrazza , Thomas Bi , Raffaello D'Andrea

Visuo-tactile sensors aim to emulate human tactile perception, enabling robots to precisely understand and manipulate objects. Over time, numerous meticulously designed visuo-tactile sensors have been integrated into robotic systems, aiding…

Machine Learning · Computer Science 2025-04-02 Ruoxuan Feng , Jiangyu Hu , Wenke Xia , Tianci Gao , Ao Shen , Yuhao Sun , Bin Fang , Di Hu

Simulating tactile perception could potentially leverage the learning capabilities of robotic systems in manipulation tasks. However, the reality gap of simulators for high-resolution tactile sensors remains large. Models trained on…

Robotics · Computer Science 2024-01-31 Osher Azulay , Alon Mizrahi , Nimrod Curtis , Avishai Sintov

Tactile perception using vibration sensation helps robots recognize their environment's physical properties and perform complex tasks. A sliding motion is applied to target objects to generate tactile vibration data. However, situations…

Robotics · Computer Science 2021-04-21 Naoto Komeno , Takamitsu Matsubara

Many-legged elongated robots show promise for reliable mobility on rugged landscapes. However, most studies on these systems focus on planar motion planning without addressing rapid vertical motion. Despite their success on mild rugged…

Robotics · Computer Science 2025-04-22 Juntao He , Baxi Chong , Massimiliano Iaschi , Vincent R. Nienhusser , Sehoon Ha , Daniel I. Goldman

The user's palm plays an important role in object detection and manipulation. The design of a robust multi-contact tactile display must consider the sensation and perception of of the stimulated area aiming to deliver the right stimuli at…

Human-Computer Interaction · Computer Science 2020-06-23 Miguel Altamirano Cabrera , Juan Heredia , Dzmitry Tsetserukou

In conjunction with huge recent progress in camera and computer vision technology, camera-based sensors have increasingly shown considerable promise in relation to tactile sensing. In comparison to competing technologies (be they resistive,…

Signal Processing · Electrical Eng. & Systems 2023-03-07 Kaspar Althoefer , Yonggen Ling , Wanlin Li , Xinyuan Qian , Wang Wei Lee , Peng Qi

Tactile and visual perception are both crucial for humans to perform fine-grained interactions with their environment. Developing similar multi-modal sensing capabilities for robots can significantly enhance and expand their manipulation…

Robotics · Computer Science 2025-01-08 Binghao Huang , Yixuan Wang , Xinyi Yang , Yiyue Luo , Yunzhu Li

Tactile sensing is an essential perception for robots to complete dexterous tasks. As a promising tactile sensing technique, vision-based tactile sensors have been developed to improve robot performance in manipulation and grasping. Here we…

Robotics · Computer Science 2022-06-01 Guanlan Zhang , Yipai Du , Hongyu Yu , Michael Yu Wang

Tactile sensing is essential to the human perception system, so as to robot. In this paper, we develop a novel optical-based tactile sensor "FingerVision" with effective signal processing algorithms. This sensor is composed of soft skin…

Robotics · Computer Science 2018-10-08 Yazhan Zhang , Zicheng Kan , Yu Alexander Tse , Yang Yang , Michael Yu Wang

The development of vision-based tactile sensors has significantly enhanced robots' perception and manipulation capabilities, especially for tasks requiring contact-rich interactions with objects. In this work, we present DTactive, a novel…

Robotics · Computer Science 2024-10-14 Jikai Xu , Lei Wu , Changyi Lin , Ding Zhao , Huazhe Xu

Tactile sensing, which relies on direct physical contact, is critical for human perception and underpins applications in computer vision, robotics, and multimodal learning. Because tactile data is often scarce and costly to acquire,…

Computer Vision and Pattern Recognition · Computer Science 2025-03-11 Cagri Gungor , Derek Eppinger , Adriana Kovashka

Robotic manipulation requires both rich multimodal perception and effective learning frameworks to handle complex real-world tasks. See-through-skin (STS) sensors, which combine tactile and visual perception, offer promising sensing…

Robotics · Computer Science 2026-02-10 Yuyang Li , Yinghan Chen , Zihang Zhao , Puhao Li , Tengyu Liu , Siyuan Huang , Yixin Zhu

Vision-based tactile sensors use structured light to measure deformation in their elastomeric interface. Until now, vision-based tactile sensors such as DIGIT and GelSight have been using a single, static pattern of structured light tuned…

Computer Vision and Pattern Recognition · Computer Science 2025-04-02 Artemii Redkin , Zdravko Dugonjic , Mike Lambeta , Roberto Calandra

Vision-Based Tactile Sensors (VBTS) are essential for achieving dexterous robotic manipulation, yet the tactile sim-to-real gap remains a fundamental bottleneck. Current tactile simulations suffer from a persistent dilemma: simplified…

Robotics · Computer Science 2026-05-13 Lei Su , Zhijie Peng , Renyuan Ren , Shengping Mao , Juan Du , Kaifeng Zhang , Xuezhou Zhu

Tactile perception is an essential ability of intelligent robots in interaction with their surrounding environments. This perception as an intermediate level acts between sensation and action and has to be defined properly to generate…

Robotics · Computer Science 2019-07-24 Masoud Baghbahari , Aman Behal

Tactile sensing represents a crucial technique that can enhance the performance of robotic manipulators in various tasks. This work presents a novel bioinspired neuromorphic vision-based tactile sensor that uses an event-based camera to…

Robotics · Computer Science 2024-03-18 Omar Faris , Mohammad I. Awad , Murana A. Awad , Yahya Zweiri , Kinda Khalaf

General robot manipulation requires the handling of previously unseen objects. Learning a physically accurate model at test time can provide significant benefits in data efficiency, predictability, and reuse between tasks. Tactile sensing…

Robotics · Computer Science 2026-02-26 Ethan K. Gordon , Bruke Baraki , Hien Bui , Michael Posa