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Tactile and visual perception are both crucial for humans to perform fine-grained interactions with their environment. Developing similar multi-modal sensing capabilities for robots can significantly enhance and expand their manipulation…

机器人学 · 计算机科学 2025-01-08 Binghao Huang , Yixuan Wang , Xinyi Yang , Yiyue Luo , Yunzhu Li

Tactile sensing is important for robots to perceive the world as it captures the texture and hardness of the object in contact and is robust to illumination and colour variances. However, due to the limited sensing area and the resistance…

机器人学 · 计算机科学 2021-03-02 Guanqun Cao , Jiaqi Jiang , Chen Lu , Daniel Fernandes Gomes , Shan Luo

Recent advances have markedly improved the cross-scene generalization of relative depth estimation, yet its practical applicability remains limited by the absence of metric scale, local inconsistencies, and low computational efficiency. To…

计算机视觉与模式识别 · 计算机科学 2026-05-13 Yu Ma , Zizhan Guo , Zuyi Xiong , Haoran Zhang , Yi Feng , Hongbo Zhao , Hanli Wang , Rui Fan

Perception using whisker-inspired tactile sensors currently faces a major challenge: the lack of active control in robots based on direct contact information from the whisker. To accurately reconstruct object contours, it is crucial for the…

机器人学 · 计算机科学 2025-08-01 Yixuan Dang , Qinyang Xu , Yu Zhang , Xiangtong Yao , Liding Zhang , Zhenshan Bing , Florian Roehrbein , Alois Knoll

The sense of touch is fundamental to human dexterity. When mimicked in robotic touch, particularly by use of soft optical tactile sensors, it suffers from distortion due to motion-dependent shear. This complicates tactile tasks like shape…

机器人学 · 计算机科学 2022-08-29 Anupam K. Gupta , Alex Church , Nathan F. Lepora

Tactile sensing is essential to the human perception system, so as to robot. In this paper, we develop a novel optical-based tactile sensor "FingerVision" with effective signal processing algorithms. This sensor is composed of soft skin…

机器人学 · 计算机科学 2018-10-08 Yazhan Zhang , Zicheng Kan , Yu Alexander Tse , Yang Yang , Michael Yu Wang

Quadrupedal robots have demonstrated remarkable agility and robustness in traversing complex terrains. However, they struggle with dynamic object interactions, where contact must be precisely sensed and controlled. To bridge this gap, we…

Today's tactile sensors have a variety of different designs, making it challenging to develop general-purpose methods for processing touch signals. In this paper, we learn a unified representation that captures the shared information…

机器人学 · 计算机科学 2024-10-16 Samanta Rodriguez , Yiming Dou , William van den Bogert , Miquel Oller , Kevin So , Andrew Owens , Nima Fazeli

Robotic touch, particularly when using soft optical tactile sensors, suffers from distortion caused by motion-dependent shear. The manner in which the sensor contacts a stimulus is entangled with the tactile information about the geometry…

机器人学 · 计算机科学 2021-09-09 Anupam K. Gupta , Laurence Aitchison , Nathan F. Lepora

Humans perceive the world using multi-modal sensory inputs such as vision, audition, and touch. In this work, we investigate the cross-modal connection between vision and touch. The main challenge in this cross-domain modeling task lies in…

计算机视觉与模式识别 · 计算机科学 2019-06-17 Yunzhu Li , Jun-Yan Zhu , Russ Tedrake , Antonio Torralba

In this paper, we address the Sim2Real gap in the field of vision-based tactile sensors for classifying object surfaces. We train a Diffusion Model to bridge this gap using a relatively small dataset of real-world images randomly collected…

Tactile perception is a crucial sensing modality in robotics, particularly in scenarios that require precise manipulation and safe interaction with other objects. Previous research in this area has focused extensively on tactile perception…

机器人学 · 计算机科学 2023-06-27 John Lloyd , Nathan Lepora

Tactile perception is an increasingly popular gateway in human-machine interaction, yet universal design guidelines for tactile displays are still lacking, largely due to the absence of methods to measure sensibility across skin areas. In…

人机交互 · 计算机科学 2023-10-03 Max vom Stein , Maximilian Hoppe , Maxim Sommer , Kai-Dietrich Wolf

To synthesize diffusion MR measurements from Monte-Carlo simulation using tissue models with sizes comparable to those of scan voxels. Larger regions enable restricting structures to be modeled in greater detail and improve accuracy and…

计算物理 · 物理学 2017-01-16 Matt G Hall , Gemma Nedjati-Gilani , Daniel C Alexander

The ability to associate touch with other modalities has huge implications for humans and computational systems. However, multimodal learning with touch remains challenging due to the expensive data collection process and non-standardized…

计算机视觉与模式识别 · 计算机科学 2024-02-01 Fengyu Yang , Chao Feng , Ziyang Chen , Hyoungseob Park , Daniel Wang , Yiming Dou , Ziyao Zeng , Xien Chen , Rit Gangopadhyay , Andrew Owens , Alex Wong

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

Touch is one of the most intuitive ways for humans to interact with the world, and as we advance toward a ubiquitous computing environment where technology seamlessly integrates into daily life, natural interaction methods are essential.…

人机交互 · 计算机科学 2024-12-24 Dev Shah

In this paper, we present an approach to tactile pose estimation from the first touch for known objects. First, we create an object-agnostic map from real tactile observations to contact shapes. Next, for a new object with known geometry,…

机器人学 · 计算机科学 2020-12-10 Maria Bauza , Eric Valls , Bryan Lim , Theo Sechopoulos , Alberto Rodriguez

Tactile sensing is used in robotics to obtain real-time feedback during physical interactions. Fine object manipulation is a robotic application that benefits from a high density of sensors to accurately estimate object pose, whereas a low…

机器人学 · 计算机科学 2024-12-03 Carson Kohlbrenner , Caleb Escobedo , Nataliya Nechyporenko , Alessandro Roncone

This paper introduces mathematical models of \sensors\ for mobile robots based on visibility. Serving a purpose similar to the pinhole camera model for computer vision, the introduced models are expected to provide a useful, idealized…

机器人学 · 计算机科学 2023-01-24 Kshitij Tiwari , Basak Sakcak , Prasanna Routray , Manivannan M. , Steven M. LaValle