When Vision Meets Touch: A Contemporary Review for Visuotactile Sensors From the Signal Processing Perspective

IF 8.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Journal of Selected Topics in Signal Processing Pub Date : 2024-06-19 DOI:10.1109/JSTSP.2024.3416841
Shoujie Li;Zihan Wang;Changsheng Wu;Xiang Li;Shan Luo;Bin Fang;Fuchun Sun;Xiao-Ping Zhang;Wenbo Ding
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Abstract

Tactile sensors, which provide information about the physical properties of objects, are an essential component of robotic systems. The visuotactile sensing technology with the merits of high resolution and low cost has facilitated the development of robotics from environment exploration to dexterous operation. Over the years, several reviews on visuotactile sensors for robots have been presented, but few of them discussed the significance of signal processing methods to visuotactile sensors. Apart from ingenious hardware design, the full potential of the sensory system toward designated tasks can only be released with the appropriate signal processing methods. Therefore, this paper provides a comprehensive review of visuotactile sensors from the perspective of signal processing methods and outlooks possible future research directions for visuotactile sensors.
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当视觉遇到触觉从信号处理角度看视觉触觉传感器的当代回顾
触觉传感器可提供物体的物理特性信息,是机器人系统的重要组成部分。视觉触觉传感技术具有分辨率高、成本低的优点,促进了机器人技术从环境探索到灵巧操作的发展。多年来,已有多篇关于机器人视觉触觉传感器的综述,但很少有人讨论信号处理方法对视觉触觉传感器的意义。除了巧妙的硬件设计,只有采用适当的信号处理方法,才能充分发挥感知系统的潜力,完成指定任务。因此,本文从信号处理方法的角度对视觉灵敏传感器进行了全面评述,并展望了视觉灵敏传感器未来可能的研究方向。
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来源期刊
IEEE Journal of Selected Topics in Signal Processing
IEEE Journal of Selected Topics in Signal Processing 工程技术-工程:电子与电气
CiteScore
19.00
自引率
1.30%
发文量
135
审稿时长
3 months
期刊介绍: The IEEE Journal of Selected Topics in Signal Processing (JSTSP) focuses on the Field of Interest of the IEEE Signal Processing Society, which encompasses the theory and application of various signal processing techniques. These techniques include filtering, coding, transmitting, estimating, detecting, analyzing, recognizing, synthesizing, recording, and reproducing signals using digital or analog devices. The term "signal" covers a wide range of data types, including audio, video, speech, image, communication, geophysical, sonar, radar, medical, musical, and others. The journal format allows for in-depth exploration of signal processing topics, enabling the Society to cover both established and emerging areas. This includes interdisciplinary fields such as biomedical engineering and language processing, as well as areas not traditionally associated with engineering.
期刊最新文献
Front Cover Table of Contents IEEE Signal Processing Society Information Introduction to the Special Issue Near-Field Signal Processing: Algorithms, Implementations and Applications IEEE Signal Processing Society Information
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