Live Demonstration: Event-Driven Deep Neural Network Hardware System for Sensor Fusion

被引:0
|
作者
Kiselev, Ilya [1 ]
Neil, Daniel
Liu, Shih-Chii
机构
[1] Univ Zurich, Inst Neuroinformat, Zurich, Switzerland
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We demonstrate an interactive digit recognition system using a spiking Deep Neural Network (DNN) FPGA-based system connected to two event-driven sensors: a Dynamic Vision Sensor (DVS) and a Dynamic Audio Sensor (DAS). Sensor fusion is demonstrated on a digit classification task using a DNN trained on the MNIST dataset supplemented by assignment of a unique pure tone for each digit.
引用
收藏
页码:452 / 452
页数:1
相关论文
共 50 条
  • [41] Live Demonstration: Event-Driven Hand Gesture Recognition for Wearable Human-Machine Interface
    Becchio, Martina
    Voster, Niccolo
    Prestia, Andrea
    Mongardi, Andrea
    Rossi, Fabio
    Ros, Paolo Motto
    Roch, Massimo Ruo
    Martina, Maurizio
    Demarchi, Danilo
    2021 IEEE BIOMEDICAL CIRCUITS AND SYSTEMS CONFERENCE (IEEE BIOCAS 2021), 2021,
  • [42] SUBCONNECTION NEURAL-NETWORK FOR EVENT-DRIVEN TEMPORAL SEQUENCE PROCESSING
    SHIMOHARA, K
    UCHIYAMA, T
    TOKUNAGA, Y
    NEURAL NETWORKS, 1993, 6 (05) : 709 - 718
  • [43] Multiply-and-Fire: An Event-Driven Sparse Neural Network Accelerator
    Yu, Miao
    Xiang, Tingting
    Miriyala, Venkata Pavan Kumar
    Carlson, Trevor E.
    ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2023, 20 (04)
  • [44] A Framework of Event-Driven Detection System for Intricate Network Threats
    Chen, Rongmao
    Qiao, Linbo
    Zhang, Bofeng
    Gong, Zhenghu
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTER, NETWORKS AND COMMUNICATION ENGINEERING (ICCNCE 2013), 2013, 30 : 556 - 560
  • [45] Computational event-driven vision sensors for in-sensor spiking neural networks
    Zhou, Yue
    Fu, Jiawei
    Chen, Zirui
    Zhuge, Fuwei
    Wang, Yasai
    Yan, Jianmin
    Ma, Sijie
    Xu, Lin
    Yuan, Huanmei
    Chan, Mansun
    Miao, Xiangshui
    He, Yuhui
    Chai, Yang
    NATURE ELECTRONICS, 2023, 6 (11) : 870 - 878
  • [46] Computational event-driven vision sensors for in-sensor spiking neural networks
    Yue Zhou
    Jiawei Fu
    Zirui Chen
    Fuwei Zhuge
    Yasai Wang
    Jianmin Yan
    Sijie Ma
    Lin Xu
    Huanmei Yuan
    Mansun Chan
    Xiangshui Miao
    Yuhui He
    Yang Chai
    Nature Electronics, 2023, 6 : 870 - 878
  • [47] Hybrid processing system for sensor networks based on an event-driven framework
    Miyaho, N.
    Iwaki, Y.
    Yamazaki, T.
    Kuji, N.
    IET COMMUNICATIONS, 2010, 4 (07) : 776 - 785
  • [48] CMOS event-driven tactile sensor circuit
    Abou Khalil, Ali
    Valle, Maurizio
    Chible, Hussein
    Bartolozzi, Chiara
    INTEGRATION-THE VLSI JOURNAL, 2018, 63 : 315 - 322
  • [49] Event-driven enhanced coverage for sensor networks
    Yang, Dazhi
    Wang, Dali
    Zhao, Jiying
    PROCEEDINGS OF THE SIXTH IASTED INTERNATIONAL MULTI-CONFERENCE ON WIRELESS AND OPTICAL COMMUNICATIONS, 2006, : 377 - +
  • [50] Implementation and evaluation of on-demand address allocation for event-driven sensor network
    Motegi, S
    Yoshihara, K
    Horiuchi, H
    2005 SYMPOSIUM ON APPLICATIONS AND THE INTERNET, PROCEEDINGS, 2005, : 352 - 360