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Developing artificial tactile sensing capabilities that rival human touch is a long-term goal in robotics and prosthetics. Gradually more elaborate biomimetic tactile sensors are being developed and applied to grasping and manipulation…

机器人学 · 计算机科学 2020-10-28 Benjamin Ward-Cherrier , Nicholas Pestell , Nathan F. Lepora

Deep learning has the potential to have the impact on robot touch that it has had on robot vision. Optical tactile sensors act as a bridge between the subjects by allowing techniques from vision to be applied to touch. In this paper, we…

机器人学 · 计算机科学 2020-12-07 Nathan F. Lepora , Alex Church , Conrad De Kerckhove , Raia Hadsell , John Lloyd

High-resolution tactile sensors have become critical for embodied perception and robotic manipulation. However, a key challenge in the field is the lack of transferability between sensors due to design and manufacturing variations, which…

机器人学 · 计算机科学 2025-03-14 Harsh Gupta , Yuchen Mo , Shengmiao Jin , Wenzhen Yuan

Robotic manipulation requires both rich multimodal perception and effective learning frameworks to handle complex real-world tasks. See-through-skin (STS) sensors, which combine tactile and visual perception, offer promising sensing…

机器人学 · 计算机科学 2026-02-10 Yuyang Li , Yinghan Chen , Zihang Zhao , Puhao Li , Tengyu Liu , Siyuan Huang , Yixin Zhu

Vision-based tactile sensors, through high-resolution optical measurements, can effectively perceive the geometric shape of objects and the force information during the contact process, thus helping robots acquire higher-dimensional tactile…

机器人学 · 计算机科学 2026-03-06 Xi Lin , Weiliang Xu , Yixian Mao , Jing Wang , Meixuan Lv , Lu Liu , Xihui Luo , Xinming Li

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

Whole body tactile perception via tactile skins offers large benefits for robots in unstructured environments. To fully realize this benefit, tactile systems must support real-time data acquisition over a massive number of tactile sensor…

机器人学 · 计算机科学 2016-03-07 Brayden Hollis , Stacy Patterson , Jeff Trinkle

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

Haptic feedback is important to make robots more dexterous and effective in unstructured environments. High-resolution haptic sensors are still not widely available, and their application is often bound by the resolution-robustness dilemma.…

机器人学 · 计算机科学 2021-08-25 Huanbo Sun , Georg Martius

Object properties perceived through the tactile sense, such as weight, friction, and slip, greatly influence motor control during manipulation tasks. However, the provision of tactile information during robotic training in…

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.…

The development of tactile sensing and its fusion with computer vision is expected to enhance robotic systems in handling complex tasks like deformable object manipulation. However, readily available industrial grippers typically lack…

机器人学 · 计算机科学 2023-06-12 Remko Proesmans , Francis wyffels

Whole-arm tactile sensing enables a robot to sense contact and infer contact properties across its entire arm. Within this paper, we demonstrate that using data-driven methods, a humanoid robot can infer mechanical properties of objects…

机器人学 · 计算机科学 2017-11-07 Tapomayukh Bhattacharjee , James M. Rehg , Charles C. Kemp

As more robots are implemented for contact-rich tasks, tactile sensors are in increasing demand. For many circumstances, the contact is required to be compliant, and soft sensors are in need. This paper introduces a novelly designed soft…

机器人学 · 计算机科学 2021-05-18 Wu-Te Yang , Zhian Kuang , Changhao Wang , Masayoshi Tomizuka

Tactile sensing plays a crucial role in robot grasping and manipulation by providing essential contact information between the robot and the environment. In this paper, we present AllTact Fin Ray, a novel compliant gripper design with…

机器人学 · 计算机科学 2025-04-28 Siwei Liang , Yixuan Guan , Jing Xu , Hongyu Qian , Xiangjun Zhang , Dan Wu , Wenbo Ding , Rui Chen

In essence, successful grasp boils down to correct responses to multiple contact events between fingertips and objects. In most scenarios, tactile sensing is adequate to distinguish contact events. Due to the nature of high dimensionality…

机器人学 · 计算机科学 2019-10-10 Yazhan Zhang , Weihao Yuan , Zicheng Kan , Michael Yu Wang

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

Tactile sensors are breaking into the field of robotics to provide direct information related to contact surfaces, including contact events, slip events and even texture identification. These events are especially important for robotic hand…

机器人学 · 计算机科学 2026-01-16 Eszter Birtalan , Miklós Koller

Humans rely on touch and tactile sensing for a lot of dexterous manipulation tasks. Our tactile sensing provides us with a lot of information regarding contact formations as well as geometric information about objects during any…

机器人学 · 计算机科学 2023-06-06 Kei Ota , Devesh K. Jha , Hsiao-Yu Tung , Joshua B. Tenenbaum

We present a tactile-sensorized Fin-Ray finger that enables simultaneous detection of contact location and indentation depth through an indirect sensing approach. A hinge mechanism is integrated between the soft Fin-Ray structure and a…

机器人学 · 计算机科学 2025-12-09 Saekwang Nam , Bowen Deng , Loong Yi Lee , Jonathan M. Rossiter , Nathan F. Lepora