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相关论文: Event-Driven Visual-Tactile Sensing and Learning f…

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Conventional robotic Braille readers typically rely on discrete, character-by-character scanning, limiting reading speed and disrupting natural flow. Vision-based alternatives often require substantial computation, introduce latency, and…

机器人学 · 计算机科学 2026-04-21 Naqash Afzal , Niklas Funk , Erik Helmut , Jan Peters , Benjamin Ward-Cherrier

Despite the utility of tactile information, tactile sensors have yet to be widely deployed in industrial robotics settings. Part of the challenge lies in identifying slip and other key events from the tactile data stream. In this paper, we…

机器人学 · 计算机科学 2022-07-06 Abhinav Grover , Christopher Grebe , Philippe Nadeau , Jonathan Kelly

Humans use all of their senses to accomplish different tasks in everyday activities. In contrast, existing work on robotic manipulation mostly relies on one, or occasionally two modalities, such as vision and touch. In this work, we…

机器人学 · 计算机科学 2022-12-09 Hao Li , Yizhi Zhang , Junzhe Zhu , Shaoxiong Wang , Michelle A Lee , Huazhe Xu , Edward Adelson , Li Fei-Fei , Ruohan Gao , Jiajun Wu

Research on tactile sensing has been progressing at constant pace. In robotics, tactile sensing is typically studied in the context of object grasping and manipulation. In this domain, the development of robust, multi-modal, tactile sensors…

机器人学 · 计算机科学 2022-06-29 Lorenzo Natale , Giorgio Cannata

Deep learning and reinforcement learning methods have been shown to enable learning of flexible and complex robot controllers. However, the reliance on large amounts of training data often requires data collection to be carried out in…

机器人学 · 计算机科学 2020-04-02 Zihan Ding , Nathan F. Lepora , Edward Johns

Accurate prediction of perceptual attributes of haptic textures is essential for advancing VR and AR applications and enhancing robotic interaction with physical surfaces. This paper presents a deep learning-based multi-modal framework,…

人机交互 · 计算机科学 2025-06-24 Mudassir Ibrahim Awan , Seokhee Jeon

Perception in granular media remains challenging due to unpredictable particle dynamics. To address this challenge, we present SandWorm, a biomimetic screw-actuated robot augmented by peristaltic motion to enhance locomotion, and SWTac, a…

机器人学 · 计算机科学 2026-01-21 Shoujie Li , Changqing Guo , Junhao Gong , Chenxin Liang , Wenhua Ding , Wenbo Ding

Tactile sensors have been introduced to a wide range of robotic tasks such as robot manipulation to mimic the sense of human touch. However, there has only been a few works that integrate tactile sensing into robot navigation. This paper…

机器人学 · 计算机科学 2022-11-24 Zhen Hao Gan , Yangwei You , Meng Yee , Chuah

Neuromorphic hardware equipped with learning capabilities can adapt to new, real-time data. While models of Spiking Neural Networks (SNNs) can now be trained using gradient descent to reach an accuracy comparable to equivalent conventional…

神经与进化计算 · 计算机科学 2022-03-09 Kenneth Stewart , Andreea Danielescu , Timothy Shea , Emre Neftci

Equipping multi-fingered robots with tactile sensing is crucial for achieving the precise, contact-rich, and dexterous manipulation that humans excel at. However, relying solely on tactile sensing fails to provide adequate cues for…

机器人学 · 计算机科学 2023-09-22 Irmak Guzey , Yinlong Dai , Ben Evans , Soumith Chintala , Lerrel Pinto

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,…

机器人学 · 计算机科学 2024-05-21 Jake Ketchum , Ahalya Prabhakar , Todd D. Murphey

Force estimation is the core indicator for evaluating the performance of tactile sensors, and it is also the key technical path to achieve precise force feedback mechanisms. This study proposes a design method for a visual tactile sensor…

机器人学 · 计算机科学 2025-04-01 Jianhua Shan , Jie Zhao , Jiangduo Liu , Xiangbo Wang , Ziwei Xia , Guangyuan Xu , Bin Fang

To achieve human-level dexterity, robots must infer spatial awareness from multimodal sensing to reason over contact interactions. During in-hand manipulation of novel objects, such spatial awareness involves estimating the object's pose…

Tactile perception is crucial for embodied intelligent robots to recognize objects. Vision-based tactile sensors extract object physical attributes multidimensionally using high spatial resolution; however, this process generates abundant…

机器人学 · 计算机科学 2025-10-15 Muxing Huang , Zibin Chen , Weiliang Xu , Zilan Li , Yuanzhi Zhou , Guoyuan Zhou , Wenjing Chen , Xinming Li

Complex robotic tasks require human collaboration to benefit from their high dexterity. Frequent human-robot interaction is mentally demanding and time-consuming. Intuitive and easy-to-use robot control interfaces reduce the negative…

人机交互 · 计算机科学 2022-11-03 Sautenkov Oleg , Altamirano Cabrera Miguel , Rakhmatulin Viktor , Tsetserukou Dzmitry

Adding tactile sensors to a robotic system is becoming a common practice to achieve more complex manipulation skills than those robotics systems that only use external cameras to manipulate objects. The key of tactile sensors is that they…

机器人学 · 计算机科学 2023-05-09 Julio Castaño-Amoros , Pablo Gil

The recent surge in interest in autonomous driving stems from its rapidly developing capacity to enhance safety, efficiency, and convenience. A pivotal aspect of autonomous driving technology is its perceptual systems, where core algorithms…

计算机视觉与模式识别 · 计算机科学 2023-11-02 Qi Zhang , Siyuan Gou , Wenbin Li

In recent years, quadruped robotics has advanced significantly, particularly in perception and motion control via reinforcement learning, enabling complex motions in challenging environments. Visual sensors like depth cameras enhance…

机器人学 · 计算机科学 2025-03-20 Qiang Zhang , Jiahang Cao , Jingkai Sun , Yecheng Shao , Gang Han , Wen Zhao , Yijie Guo , Renjing Xu

Spatio-temporal pattern recognition is a fundamental ability of the brain which is required for numerous real-world activities. Recent deep learning approaches have reached outstanding accuracies in such tasks, but their implementation on…

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