Event-Driven Sensing and Processing for High-Speed Robotic Vision

被引:0
|
作者
Camunas-Mesa, L. A. [1 ]
Serrano-Gotarredona, T.
Linares-Barranco, B.
机构
[1] CSIC, Inst Microelect Sevilla IMSE CNM, E-41080 Seville, Spain
关键词
Address Event Representation (AER); Event-driven vision; Event-driven processing; Event-driven convolutions; Gabor filters; High-speed vision; Bio-inspired vision;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present here an overview of a new vision paradigm where sensors and processors use visual information not represented by sequences of frames. Event-driven vision is inherently frame-free, as happens in biological systems. We use an event-driven sensor chip (called Dynamic Vision Sensor or DVS) together with event-driven convolution module arrays implemented on high-end FPGAs. Experimental results demonstrate the application of this paradigm to implement Gabor filters and 3D stereo reconstruction systems. This architecture can be applied to real systems which need efficient and high-speed visual perception, like vehicle automatic driving, robotic applications in non-structured environments, or intelligent surveillance in security systems.
引用
收藏
页码:516 / 519
页数:4
相关论文
共 50 条
  • [41] Event-Driven Stereo Vision Algorithm Based on Silicon Retina Sensors
    Eibensteiner, Florian
    Brachtendorf, Hans Georg
    Scharinger, Josef
    2017 27TH INTERNATIONAL CONFERENCE RADIOELEKTRONIKA (RADIOELEKTRONIKA), 2017, : 227 - 232
  • [42] A multifunctional soft robotic shape display with high-speed actuation, sensing, and control
    Johnson, B. K.
    Naris, M.
    Sundaram, V.
    Volchko, A.
    Ly, K.
    Mitchell, S. K.
    Acome, E.
    Kellaris, N.
    Keplinger, C.
    Correll, N.
    Humbert, J. S.
    Rentschler, M. E.
    NATURE COMMUNICATIONS, 2023, 14 (01)
  • [43] A multifunctional soft robotic shape display with high-speed actuation, sensing, and control
    B. K. Johnson
    M. Naris
    V. Sundaram
    A. Volchko
    K. Ly
    S. K. Mitchell
    E. Acome
    N. Kellaris
    C. Keplinger
    N. Correll
    J. S. Humbert
    M. E. Rentschler
    Nature Communications, 14
  • [44] High-Speed Query Processing over High-Speed Networks
    Roediger, Wolf
    Muehlbauer, Tobias
    Kemper, Alfons
    Neumann, Thomas
    PROCEEDINGS OF THE VLDB ENDOWMENT, 2015, 9 (04): : 228 - 239
  • [45] A graph attention fusion network for event-driven traffic speed prediction
    Qiu, Zekun
    Zhu, Tongyu
    Jin, Yuhui
    Sun, Leilei
    Du, Bowen
    INFORMATION SCIENCES, 2023, 622 : 405 - 423
  • [46] High-speed fluidic processing circuits for dynamic control of haptic and robotic systems
    Stanley, Andrew A.
    Roby, Erik S.
    Keller, Sean J.
    SCIENCE ADVANCES, 2024, 10 (14)
  • [47] Event-Driven Sensing and Embedded Neuromorphic Platforms for Gamma Radiation Monitoring
    Witherspoon, Brett
    Young, Aaron
    PROCEEDING OF THE GREAT LAKES SYMPOSIUM ON VLSI 2024, GLSVLSI 2024, 2024, : 779 - 784
  • [48] RF Information Harvesting for Medium Access in Event-driven Batteryless Sensing
    Hokke, N. H.
    Sharma, S.
    Prasad, R., V
    Mottola, L.
    Narayana, S.
    Rao, V
    Kouvelas, N.
    2022 21ST ACM/IEEE INTERNATIONAL CONFERENCE ON INFORMATION PROCESSING IN SENSOR NETWORKS (IPSN 2022), 2022, : 377 - 389
  • [49] Development of Air Hockey Robot with High-Speed Vision and High-Speed Wrist
    Tadokoro, Koichiro
    Fukuda, Shotaro
    Namiki, Akio
    JOURNAL OF ROBOTICS AND MECHATRONICS, 2022, 34 (05) : 956 - 964
  • [50] Robot dribbling using a high-speed multifingered hand and a high-speed vision
    Shiokata, D
    Namiki, A
    Ishikawa, M
    2005 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-4, 2005, : 3945 - 3950