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Tactile sensing is crucial in robotics and wearable devices for safe perception and interaction with the environment. Optical tactile sensors have emerged as promising solutions, as they are immune to electromagnetic interference and have…

Simulating vision-based tactile sensors enables learning models for contact-rich tasks when collecting real world data at scale can be prohibitive. However, modeling the optical response of the gel deformation as well as incorporating the…

机器人学 · 计算机科学 2023-04-04 Carolina Higuera , Byron Boots , Mustafa Mukadam

Simulators perform an important role in prototyping, debugging, and benchmarking new advances in robotics and learning for control. Although many physics engines exist, some aspects of the real world are harder than others to simulate. One…

机器人学 · 计算机科学 2022-02-14 Shaoxiong Wang , Mike Lambeta , Po-Wei Chou , Roberto Calandra

Haptic sciences and technologies benefit greatly from comprehensive datasets that capture tactile stimuli under controlled, systematic conditions. However, existing haptic datasets collect data through uncontrolled exploration, which…

人机交互 · 计算机科学 2025-11-07 Michikuni Eguchi , Tomohiro Hayase , Yuichi Hiroi , Takefumi Hiraki

Perceptual processes are frequently multi-modal. This is the case of haptic perception. Data sets of visual and haptic sensory signals have been compiled in the past, especially when it comes to the exploration of textured surfaces. These…

机器人学 · 计算机科学 2023-09-19 Alexis W. M. Devillard , Aruna Ramasamy , Damien Faux , Vincent Hayward , Etienne Burdet

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,…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Cagri Gungor , Derek Eppinger , Adriana Kovashka

Tactile sensing is fundamental to robotic systems, enabling interactions through physical contact in multiple tasks. Despite its importance, achieving high-resolution, large-area tactile sensing remains challenging. Electrical Impedance…

机器人学 · 计算机科学 2025-09-18 Huazhi Dong , Ronald B. Liu , Sihao Teng , Delin Hu , Peisan , E , Francesco Giorgio-Serchi , Yunjie Yang

Manipulation tasks often require robots to be continuously in contact with an object. Therefore tactile perception systems need to handle continuous contact data. Shear deformation causes the tactile sensor to output path-dependent readings…

机器人学 · 计算机科学 2021-03-09 Kirsty Aquilina , David A. W. Barton , Nathan F. Lepora

The missing signal caused by the objects being occluded or an unstable sensor is a common challenge during data collection. Such missing signals will adversely affect the results obtained from the data, and this issue is observed more…

机器人学 · 计算机科学 2023-07-17 Guanqun Cao , Jiaqi Jiang , Danushka Bollegala , Shan Luo

Tactile sensing has seen a rapid adoption with the advent of vision-based tactile sensors. Vision-based tactile sensors provide high resolution, compact and inexpensive data to perform precise in-hand manipulation and human-robot…

机器人学 · 计算机科学 2021-07-26 Arpit Agarwal , Tim Man , Wenzhen Yuan

Current Virtual Reality (VR) environments lack the rich haptic signals that humans experience during real-life interactions, such as the sensation of texture during lateral movement on a surface. Adding realistic haptic textures to VR…

机器人学 · 计算机科学 2024-03-26 Negin Heravi , Heather Culbertson , Allison M. Okamura , Jeannette Bohg

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

Optical tactile sensors are extensively utilized in intelligent robot manipulation due to their ability to acquire high-resolution tactile information at a lower cost. However, achieving adequate reality and versatility in simulating…

机器人学 · 计算机科学 2024-05-07 Zirong Shen , Yuhao Sun , Shixin Zhang , Zixi Chen , Heyi Sun , Fuchun Sun , Bin Fang

Tactile sensation plays a crucial role in the development of multi-modal large models and embodied intelligence. To collect tactile data with minimal cost as possible, a series of studies have attempted to generate tactile images by…

计算机视觉与模式识别 · 计算机科学 2025-01-10 Jiahang Tu , Hao Fu , Fengyu Yang , Hanbin Zhao , Chao Zhang , Hui Qian

Tactile sensing is critical in advanced interactive systems by emulating the human sense of touch to detect stimuli. Vision-based tactile sensors are promising for providing multimodal capabilities and high robustness, yet existing…

机器人学 · 计算机科学 2025-04-07 Mayue Shi , Yongqi Zhang , Xiaotong Guo , Eric M. Yeatman

Real-world contact-rich manipulation demands robots to perceive temporal tactile feedback, capture subtle surface deformations, and reason about object properties as well as force dynamics. Although optical tactile sensors are uniquely…

机器人学 · 计算机科学 2026-02-11 Ruoxuan Feng , Yuxuan Zhou , Siyu Mei , Dongzhan Zhou , Pengwei Wang , Shaowei Cui , Bin Fang , Guocai Yao , Di Hu

Estimation of tactile properties from vision, such as slipperiness or roughness, is important to effectively interact with the environment. These tactile properties help us decide which actions we should choose and how to perform them.…

机器人学 · 计算机科学 2019-07-10 Kuniyuki Takahashi , Jethro Tan

In humans, the tactile perception of fine textures (spatial scale <200 micrometers) is mediated by skin vibrations generated as the finger scans the surface. To establish the relationship between texture characteristics and subcutaneous…

医学物理 · 物理学 2009-11-26 J. Scheibert , S. Leurent , A. Prevost , G. Debrégeas

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…

机器人学 · 计算机科学 2026-05-13 Lei Su , Zhijie Peng , Renyuan Ren , Shengping Mao , Juan Du , Kaifeng Zhang , Xuezhou Zhu

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