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Humanoid robots promise general-purpose assistance, yet real-world humanoid loco-manipulation remains challenging because it requires whole-body stability, end-effector dexterity, and contact-aware interaction under frequent contact…

Tactile sensing is a crucial perception mode for robots and human amputees in need of controlling a prosthetic device. Today robotic and prosthetic systems are still missing the important feature of accurate tactile sensing. This lack is…

机器人学 · 计算机科学 2022-03-30 Xiaying Wang , Fabian Geiger , Vlad Niculescu , Michele Magno , Luca Benini

Advanced dexterous manipulation involving multiple simultaneous contacts across different surfaces, like pinching coins from ground or manipulating intertwined objects, remains challenging for robotic systems. Such tasks exceed the…

机器人学 · 计算机科学 2025-06-11 Won Kyung Do , Matthew Strong , Aiden Swann , Boshu Lei , Monroe Kennedy

Humans usually perceive the world in a multimodal way that vision, touch, sound are utilised to understand surroundings from various dimensions. These senses are combined together to achieve a synergistic effect where the learning is more…

计算机视觉与模式识别 · 计算机科学 2021-12-30 Guanqun Cao , Shan Luo

Robotic manipulation in contact-rich environments remains challenging, particularly when relying on conventional tactile sensors that suffer from limited sensing range, reliability, and cost-effectiveness. In this work, we present LVTG, a…

机器人学 · 计算机科学 2026-02-04 Yaohua Liu , Binkai Ou , Zicheng Qiu , Ce Hao , Hengjun Zhang

Tactile sensing is significant for robotics since it can obtain physical contact information during manipulation. To capture multimodal contact information within a compact framework, we designed a novel sensor called ViTacTip, which…

机器人学 · 计算机科学 2024-02-02 Wen Fan , Haoran Li , Weiyong Si , Shan Luo , Nathan Lepora , Dandan Zhang

Dexterous manipulation is a cornerstone capability for robotic systems aiming to interact with the physical world in a human-like manner. Although vision-based methods have advanced rapidly, tactile sensing remains crucial for fine-grained…

机器人学 · 计算机科学 2026-05-14 Liang Heng , Haoran Geng , Kaifeng Zhang , Pieter Abbeel , Jitendra Malik

Recent efforts on training visual navigation agents conditioned on language using deep reinforcement learning have been successful in learning policies for different multimodal tasks, such as semantic goal navigation and embodied question…

机器学习 · 计算机科学 2019-02-05 Devendra Singh Chaplot , Lisa Lee , Ruslan Salakhutdinov , Devi Parikh , Dhruv Batra

Optical see-through augmented reality (OST-AR) overlays digital targets and annotations on the physical world, offering promising guidance for hands-on tasks such as medical needle insertion or assembly. Recent work on OST-AR depth…

图形学 · 计算机科学 2025-10-03 Hu Guo , Lily Patel , Rohan Gupt

In this work, we introduce the EyeSight Hand, a novel 7 degrees of freedom (DoF) humanoid hand featuring integrated vision-based tactile sensors tailored for enhanced whole-hand manipulation. Additionally, we introduce an actuation scheme…

机器人学 · 计算机科学 2024-08-13 Branden Romero , Hao-Shu Fang , Pulkit Agrawal , Edward Adelson

This article introduces the ManiSkill-ViTac Challenge 2025, which focuses on learning contact-rich manipulation skills using both tactile and visual sensing. Expanding upon the 2024 challenge, ManiSkill-ViTac 2025 includes 3 independent…

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

In-hand manipulation tasks, particularly in human-inspired robotic systems, must rely on distributed tactile sensing to achieve precise control across a wide variety of tasks. However, the optimal configuration of this network of sensors is…

机器人学 · 计算机科学 2026-01-05 João Damião Almeida , Egidio Falotico , Cecilia Laschi , José Santos-Victor

Tactile sensing is a widely-studied means of implicit communication between robot and human. In this paper, we investigate how tactile sensing can help bridge differences between robotic embodiments in the context of collaborative…

机器人学 · 计算机科学 2025-09-17 William van den Bogert , Madhavan Iyengar , Nima Fazeli

Task decomposition is critical for understanding and learning complex long-horizon manipulation tasks. Especially for tasks involving rich physical interactions, relying solely on visual observations and robot proprioceptive information…

Acquiring aligned visuo-tactile datasets is slow and costly, requiring specialised hardware and large-scale data collection. Synthetic generation is promising, but prior methods are typically single-modality, limiting cross-modal learning.…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Sirine Bhouri , Lan Wei , Jian-Qing Zheng , Dandan Zhang

Employing skin-like tactile sensors on robots enhances both the safety and usability of collaborative robots by adding the capability to detect human contact. Unfortunately, simple binary tactile sensors alone cannot determine the context…

机器人学 · 计算机科学 2023-04-20 Christopher Yee Wong , Lucas Vergez , Wael Suleiman

Advanced service robots require superior tactile intelligence to guarantee human-contact safety and to provide essential supplements to visual and auditory information for human-robot interaction, especially when a robot is in physical…

机器人学 · 计算机科学 2021-08-12 Peng Wang , Jixiao Liu , Funing Hou , Dicai Chen , Zihou Xia , Shijie Guo

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

A key challenge in robotic manipulation in open domains is how to acquire diverse and generalizable skills for robots. Recent research in one-shot imitation learning has shown promise in transferring trained policies to new tasks based on…

机器人学 · 计算机科学 2023-09-27 Hao-Shu Fang , Hongjie Fang , Zhenyu Tang , Jirong Liu , Chenxi Wang , Junbo Wang , Haoyi Zhu , Cewu Lu