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Vision-based tactile sensors use structured light to measure deformation in their elastomeric interface. Until now, vision-based tactile sensors such as DIGIT and GelSight have been using a single, static pattern of structured light tuned…

Computer Vision and Pattern Recognition · Computer Science 2025-04-02 Artemii Redkin , Zdravko Dugonjic , Mike Lambeta , Roberto Calandra

Traditional methods to achieve high localization accuracy with tactile sensors usually use a matrix of miniaturized individual sensors distributed on the area of interest. This approach usually comes at a price of increased complexity in…

Recently, vision-based tactile sensors (VBTSs) have gained popularity in robotics systems. The sensing mechanisms of most VBTSs can be categorised based on the type of tactile features they capture. Each category requires specific…

Robotics · Computer Science 2024-08-02 Wen Fan , Haoran Li , Dandan Zhang

Optical tactile sensors have recently become popular. They provide high spatial resolution, but struggle to offer fine temporal resolutions. To overcome this shortcoming, we study the idea of replacing the RGB camera with an event-based…

Robotics · Computer Science 2024-08-16 Niklas Funk , Erik Helmut , Georgia Chalvatzaki , Roberto Calandra , Jan Peters

Combining 3D vision with tactile sensing could unlock a greater level of dexterity for robots and improve several manipulation tasks. However, obtaining a close-up 3D view of the location where manipulation contacts occur can be…

Robotics · Computer Science 2023-03-14 Etienne Roberge , Guillaume Fornes , Jean-Philippe Roberge

Vision-based tactile sensors that can measure 3D geometry of the contacting objects are crucial for robots to perform dexterous manipulation tasks. However, the existing sensors are usually complicated to fabricate and delicate to extend.…

Robotics · Computer Science 2022-09-29 Changyi Lin , Ziqi Lin , Shaoxiong Wang , Huazhe Xu

Contact often occurs without macroscopic surface deformation, such as during interaction with liquids, semi-liquids, or ultra-soft materials. However, most existing tactile sensors rely on deformation to infer contact, making such…

Robotics · Computer Science 2026-02-13 Changyi Lin , Boda Huo , Mingyang Yu , Emily Ruppel , Bingqing Chen , Jonathan Francis , Ding Zhao

Most vision-based tactile sensors use elastomer deformation to infer tactile information, which can not sense some modalities, like temperature. As an important part of human tactile perception, temperature sensing can help robots better…

Robotics · Computer Science 2024-02-02 Ziwu Song , Ran Yu , Xuan Zhang , Kit Wa Sou , Shilong Mu , Dengfeng Peng , Xiao-Ping Zhang , Wenbo Ding

Tactile sensing is an essential perception for robots to complete dexterous tasks. As a promising tactile sensing technique, vision-based tactile sensors have been developed to improve robot performance in manipulation and grasping. Here we…

Robotics · Computer Science 2022-06-01 Guanlan Zhang , Yipai Du , Hongyu Yu , Michael Yu Wang

Elastomers are central to vision-based tactile sensors (VBTSs), where they transduce external contact into observable deformation. Different VBTS architectures, however, require distinct optical and mechanical properties, particularly…

Systems and Control · Electrical Eng. & Systems 2026-04-14 Wen Fan , Dandan Zhang

Vision-based tactile sensors have drawn increasing interest in the robotics community. However, traditional lens-based designs impose minimum thickness constraints on these sensors, limiting their applicability in space-restricted settings.…

Robotics · Computer Science 2025-01-17 Jing Xu , Weihang Chen , Hongyu Qian , Dan Wu , Rui Chen

Vision-based tactile sensors typically utilize a deformable elastomer and a camera mounted above to provide high-resolution image observations of contacts. Obtaining accurate volumetric meshes for the deformed elastomer can provide direct…

Robotics · Computer Science 2022-03-30 Xinghao Zhu , Siddarth Jain , Masayoshi Tomizuka , Jeroen van Baar

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…

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…

Robotics · Computer Science 2022-11-10 Ozdemir Can Kara , Naruhiko Ikoma , Farshid Alambeigi

Vision-based tactile sensors (VBTS) have gained widespread application in robotic hands, grippers and prosthetics due to their high spatial resolution, low manufacturing costs, and ease of customization. While VBTSs have common design…

Robotics · Computer Science 2025-09-05 Haoran Li , Yijiong Lin , Chenghua Lu , Max Yang , Efi Psomopoulou , Nathan F Lepora

Tiny flying robots hold great potential for search-and-rescue, safety inspections, and environmental monitoring, but their small size limits conventional sensing-especially with poor-lighting, smoke, dust or reflective obstacles. Inspired…

Robotics · Computer Science 2025-10-06 Chaoxiang Ye , Guido de Croon , Salua Hamaza

Vision-based Tactile Sensors (VBTSs) show significant promise in that they can leverage image measurements to provide high-spatial-resolution human-like performance. However, current VBTS designs, typically confined to the fingertips of…

Robotics · Computer Science 2024-08-06 Meng Wang , Wanlin Li , Hao Liang , Boren Li , Kaspar Althoefer , Yao Su , Hangxin Liu

Perceiving the environment through touch is important for robots to reach in cluttered environments, but devising a way to sense without disturbing objects is challenging. This work presents the design and modelling of whisker-inspired…

Robotics · Computer Science 2022-10-25 Michael A. Lin , Emilio Reyes , Jeannette Bohg , Mark R. Cutkosky

We introduce a new class of vision-based sensor and associated algorithmic processes that combine visual imaging with high-resolution tactile sending, all in a uniform hardware and computational architecture. We demonstrate the sensor's…

Vision-Based Tactile Sensors (VBTSs) stand out for their superior performance due to their high-information content output. Recently, marker-based VBTSs have been shown to give accurate geometry reconstruction when using stereo cameras.…

Robotics · Computer Science 2025-06-24 Chenghua Lu , Kailuan Tang , Xueming Hui , Haoran Li , Saekwang Nam , Nathan F. Lepora
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