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
来源：
2016 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS) | 2016年
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
  • [1] Event-Driven Deep Neural Network Hardware System for Sensor Fusion
    Kiselev, Ilya
    Neil, Daniel
    Liu, Shih-Chii
    2016 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2016, : 2495 - 2498
  • [2] Live demonstration : Efficient event-driven approach using synchrony processing for hardware spiking neural networks
    Seguin-Godin, Guillaume
    Mailhot, Frederic
    Rouat, Jean
    2015 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2015, : 1897 - 1897
  • [3] Live Demonstration: Event-driven physical unclonable function for proactive monitoring system by dynamic vision sensor
    Soo, Jian Xian
    Zheng, Yue
    Chang, Chip-Hong
    2021 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2021,
  • [4] Live Demonstration: Face Recognition on an Ultra-low Power Event-driven Convolutional Neural Network ASIC
    Liu, Qian
    Richter, Ole
    Nielsen, Carsten
    Sheik, Sadique
    Indiveri, Giacomo
    Qiao, Ning
    2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW 2019), 2019, : 1680 - 1681
  • [5] Live Demonstration: Event-driven Serial Communication on Optical Fiber
    De Marcellis, Andrea
    Stanchieri, Guido Di Patrizio
    Faccio, Marco
    Palange, Elia
    Ros, Paolo Motto
    Martina, Maurizio
    Demarchi, Danilo
    Bartolozzi, Chiara
    2019 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2019,
  • [6] Live Demonstration: Event-driven high-speed imaging
    Matolin, Daniel
    Orchard, Garrick
    Floderer, Jean-Baptiste
    Posch, Christoph
    2014 IEEE BIOMEDICAL CIRCUITS AND SYSTEMS CONFERENCE (BIOCAS), 2014, : 174 - 174
  • [7] Live Demonstration: Low Power Embedded System for Event-Driven Hand Gesture Recognition
    Mongardi, Andrea
    Rossi, Fabio
    Ros, Paolo Motto
    Sanginario, Alessandro
    Roch, Massimo Ruo
    Martina, Maurizio
    Demarchi, Danilo
    2019 IEEE BIOMEDICAL CIRCUITS AND SYSTEMS CONFERENCE (BIOCAS 2019), 2019,
  • [8] Live Demonstration: Low Power System for Event-Driven Control of Functional Electrical Stimulation
    Rossi, Fabio
    Ros, Paolo Motto
    Demarchi, Danilo
    2018 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2018,
  • [9] Live Demonstration: Event-Driven Real-Time Spoken Digit Recognition System
    Anumula, Jithendar
    Neil, Daniel
    Li, Xiaoya
    Delbruck, Tobi
    Liu, Shih-Chii
    2017 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2017, : 614 - 614
  • [10] A convolutional neural network based method for event classification in event-driven multi-sensor network
    Tong, Chao
    Li, Jun
    Zhu, Fumin
    COMPUTERS & ELECTRICAL ENGINEERING, 2017, 60 : 90 - 99
12345