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This work presents NeuroTouch, an optical-based tactile sensor that combines a highly deformable dome-shaped soft material with an integrated neuromorphic camera, leveraging frame-based and dynamic vision for gesture detection. Our approach…

人机交互 · 计算机科学 2025-02-03 Victor Hoffmann , Federico Paredes-Valles , Valentina Cavinato

Tactile perception is vital, especially when distinguishing visually similar objects. We propose an approach to incorporate tactile data into a Vision-Language Model (VLM) for visuo-tactile zero-shot object recognition. Our approach…

机器人学 · 计算机科学 2024-09-17 Shiori Ueda , Atsushi Hashimoto , Masashi Hamaya , Kazutoshi Tanaka , Hideo Saito

Vision-based learning from demonstrations has achieved remarkable success in enabling robots to perform manipulation tasks and high-level semantic reasoning, yet it remains insufficient for complex, contact-rich manipulation. While there is…

Vision-based tactile sensors, through high-resolution optical measurements, can effectively perceive the geometric shape of objects and the force information during the contact process, thus helping robots acquire higher-dimensional tactile…

机器人学 · 计算机科学 2026-03-06 Xi Lin , Weiliang Xu , Yixian Mao , Jing Wang , Meixuan Lv , Lu Liu , Xihui Luo , Xinming Li

Inspired by humans' ability to perceive the surface texture of unfamiliar objects without relying on vision, the sense of touch can play a crucial role in robots exploring the environment, particularly in scenes where vision is difficult to…

机器人学 · 计算机科学 2023-01-23 Junyuan Lu , Zeyu Wan , Yu Zhang

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

GelSight family of vision-based tactile sensors has proven to be effective for multiple robot perception and manipulation tasks. These sensors are based on an internal optical system and an embedded camera to capture the deformation of the…

机器人学 · 计算机科学 2025-04-22 Arpit Agarwal , Mohammad Amin Mirzaee , Xiping Sun , Wenzhen Yuan

Robotic palpation relies on force sensing, but force signals in soft-tissue environments are variable and cannot reliably reveal subtle subsurface features. We present a compact multimodal sensor that integrates high-resolution vision-based…

Human skin provides a rich tactile sensing stream, localizing intentional and unintentional contact events over a large and contoured region. Replicating these tactile sensing capabilities for dexterous robotic manipulation systems remains…

机器人学 · 计算机科学 2025-09-24 Suzannah Wistreich , Baiyu Shi , Stephen Tian , Samuel Clarke , Michael Nath , Chengyi Xu , Zhenan Bao , Jiajun Wu

With the human pursuit of knowledge, open-set object detection (OSOD) has been designed to identify unknown objects in a dynamic world. However, an issue with the current setting is that all the predicted unknown objects share the same…

计算机视觉与模式识别 · 计算机科学 2022-04-13 Jiyang Zheng , Weihao Li , Jie Hong , Lars Petersson , Nick Barnes

In this paper, we present the development of a sensing system with the capability to compute multispectral point clouds in real-time. The proposed multi-eye sensor system effectively registers information from the visible, (long-wave)…

机器人学 · 计算机科学 2021-08-20 Tanhao Zhang , Luyin Hu , Lu Li , David Navarro-Alarcon

We study the problem of object retrieval in scenarios where visual sensing is absent, object shapes are unknown beforehand and objects can move freely, like grabbing objects out of a drawer. Successful solutions require localizing free…

机器人学 · 计算机科学 2023-03-24 Sameer Pai , Tao Chen , Megha Tippur , Edward Adelson , Abhishek Gupta , Pulkit Agrawal

In this paper, we present a methodology that uses an optical tactile sensor for efficient tactile exploration of embedded objects within soft materials. The methodology consists of an exploration phase, where a probabilistic estimate of the…

机器人学 · 计算机科学 2024-04-01 Jose A. Solano-Castellanos , Won Kyung Do , Monroe Kennedy

One of the fundamental requirements for an artificial hand to successfully grasp and manipulate an object is to be able to distinguish different objects' shapes and, more specifically, the objects' surface curvatures. In this study, we…

医学物理 · 物理学 2011-09-19 Saba Salehi , John-John Cabibihan , Shuzhi Sam Ge

Distinguishing the feel of smooth silk from coarse cotton is a trivial everyday task for humans. When exploring such fabrics, fingertip skin senses both spatio-temporal force patterns and texture-induced vibrations that are integrated to…

机器人学 · 计算机科学 2026-02-16 Iris Andrussow , Jans Solano , Benjamin A. Richardson , Georg Martius , Katherine J. Kuchenbecker

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

Modern Visual-Based Tactile Sensors (VBTSs) use cost-effective cameras to track elastomer deformation, but struggle with ambient light interference. Solutions typically involve using internal LEDs and blocking external light, thus adding…

机器人学 · 计算机科学 2023-08-28 Kai Chong Lei , Kit Wa Sou , Wang Sing Chan , Jiayi Yan , Siqi Ping , Dengfeng Peng , Wenbo Ding , Xiao-Ping Zhang

Distributed tactile sensing for multi-force detection is crucial for various aerial robot interaction tasks. However, current contact sensing solutions on drones only exploit single end-effector sensors and cannot provide distributed…

机器人学 · 计算机科学 2024-10-28 Emanuele Aucone , Carmelo Sferrazza , Manuel Gregor , Raffaello D'Andrea , Stefano Mintchev

In the pursuit of deeper immersion in human-machine interaction, achieving higher-dimensional tactile input and output on a single interface has become a key research focus. This study introduces the Visual-Electronic Tactile (VET) System,…

机器人学 · 计算机科学 2025-04-02 Cong Zhang , Yisheng Yang , Shilong Mu , Chuqiao Lyu , Shoujie Li , Xinyue Chai , Wenbo Ding

The use of data-driven techniques for tactile data processing and classification has recently increased. However, collecting tactile data is a time-expensive and sensor-specific procedure. Indeed, due to the lack of hardware standards in…

机器人学 · 计算机科学 2024-11-05 Francesco Grella , Alessandro Albini , Giorgio Cannata , Perla Maiolino