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In this paper, a novel tactile sensing mechanism for soft robotic fingers is proposed. Inspired by the proprioception mechanism found in mammals, the proposed approach infers tactile information from a strain sensor attached on the finger's…

机器人学 · 计算机科学 2021-07-07 Chang Cheng , Yadong Yan , Mingjun Guan , Jianan Zhang , Yu Wang

Achieving robust dexterous manipulation in unstructured domestic environments remains a significant challenge in robotics. Even with state-of-the-art robot learning methods, haptic-oblivious control strategies (i.e. those relying only on…

机器人学 · 计算机科学 2025-04-29 Jialiang Zhao , Naveen Kuppuswamy , Siyuan Feng , Benjamin Burchfiel , Edward Adelson

We introduce GEOTACT, the first robotic system capable of grasping and retrieving objects of potentially unknown shapes buried in a granular environment. While important in many applications, ranging from mining and exploration to search…

机器人学 · 计算机科学 2025-12-24 Jingxi Xu , Yinsen Jia , Dongxiao Yang , Patrick Meng , Xinyue Zhu , Zihan Guo , Shuran Song , Matei Ciocarlie

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

High-resolution optical tactile sensors are increasingly used in robotic learning environments due to their ability to capture large amounts of data directly relating to agent-environment interaction. However, there is a high barrier of…

机器人学 · 计算机科学 2022-07-28 Yijiong Lin , John Lloyd , Alex Church , Nathan F. Lepora

Simulation is a widely used tool in robotics to reduce hardware consumption and gather large-scale data. Despite previous efforts to simulate optical tactile sensors, there remain challenges in efficiently synthesizing images and…

机器人学 · 计算机科学 2024-05-02 Yongqiang Zhao , Kun Qian , Boyi Duan , Shan Luo

Tactile sensors have a wide range of applications, from utilization in robotic grippers to human motion measurement. If tactile sensors could be fabricated and integrated more easily, their applicability would further expand. In this study,…

机器人学 · 计算机科学 2025-10-15 Shunnosuke Yoshimura , Kento Kawaharazuka , Kei Okada

The perception and recognition of the surroundings is one of the essential tasks for a robot. With preliminary knowledge about a target object, it can perform various manipulation tasks such as rolling motion, palpation, and force control.…

In this paper, to address the sensitivity and durability trade-off of Vision-based Tactile Sensor (VTSs), we introduce a hyper-sensitive and high-fidelity VTS called HySenSe. We demonstrate that by solely changing one step during the…

机器人学 · 计算机科学 2022-11-10 Ozdemir Can Kara , Naruhiko Ikoma , Farshid Alambeigi

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

Tactile sensing allows robots to gather detailed geometric information about objects through physical interaction, complementing vision-based approaches. However, efficiently acquiring useful tactile data remains challenging due to the…

机器人学 · 计算机科学 2026-02-27 Chung Hee Kim , Shivani Kamtikar , Tye Brady , Taskin Padir , Joshua Migdal

Tactile perception is essential for real-world manipulation tasks, yet the high cost and fragility of tactile sensors can limit their practicality. In this work, we explore BeadSight (a low-cost, open-source tactile sensor) alongside a…

机器人学 · 计算机科学 2025-03-14 Selam Gano , Abraham George , Amir Barati Farimani

Skill transfer from humans to robots is challenging. Presently, many researchers focus on capturing only position or joint angle data from humans to teach the robots. Even though this approach has yielded impressive results for grasping…

In this paper, we present the design and benchmark of an innovative sensor, ViTacTip, which fulfills the demand for advanced multi-modal sensing in a compact design. A notable feature of ViTacTip is its transparent skin, which incorporates…

机器人学 · 计算机科学 2025-01-07 Dandan Zhang , Wen Fan , Jialin Lin , Haoran Li , Qingzheng Cong , Weiru Liu , Nathan F. Lepora , Shan Luo

Effectively utilizing multi-sensory data is important for robots to generalize across diverse tasks. However, the heterogeneous nature of these modalities makes fusion challenging. Existing methods propose strategies to obtain…

机器人学 · 计算机科学 2025-07-22 Jinzhou Li , Tianhao Wu , Jiyao Zhang , Zeyuan Chen , Haotian Jin , Mingdong Wu , Yujun Shen , Yaodong Yang , Hao Dong

Recent advancements in 3D robotic manipulation have improved grasping of everyday objects, but transparent and specular materials remain challenging due to depth sensing limitations. While several 3D reconstruction and depth completion…

机器人学 · 计算机科学 2025-06-23 Mingxu Zhang , Xiaoqi Li , Jiahui Xu , Kaichen Zhou , Hojin Bae , Yan Shen , Chuyan Xiong , Hao Dong

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

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…

Soft robotic fingers can improve adaptability in grasping and manipulation, compensating for geometric variation in object or environmental contact, but today lack force capacity and fine dexterity. Integrated tactile sensors can provide…

机器人学 · 计算机科学 2024-10-28 Hun Jang , Joonbum Bae , Kevin Haninger

Robotic manipulation has seen rapid progress with vision-language-action (VLA) policies. However, visuo-tactile perception is critical for contact-rich manipulation, as tasks such as insertion are difficult to complete robustly using vision…

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