Configurable CNN SoC Co-Processor Architecture

被引:2
|
作者
Wijaya, Joshua Adiel [1 ]
Adiono, Trio [2 ]
机构
[1] Inst Teknol Bandung, Sch Elect Engn & Informat, Bandung, Indonesia
[2] Univ Ctr Excellence Microelect, Inst Teknol Bandung, Bandung, Indonesia
来源
2019 INTERNATIONAL SOC DESIGN CONFERENCE (ISOCC) | 2019年
关键词
Convolution Neural Network (CNN); System on Chip (SoC); processor;
D O I
10.1109/isocc47750.2019.9078513
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper we proposed a configurable CNN architecture design for use in a SoC co-processor. The co-processor is configured and generated by the proposed design tools utilizing folding architecture and multiple processing elements working in parallel. The proposed system utilized a configurable system designer that can automatically generate the verilog source file that defines a CNN processor that can process various image and kernel sizes. The system designer also able to generate the program code to be run on the SoC platform. The system design has been verified using a ZYNQ (TM) 7000 SoC platform and shows the processing result is similar to the simulation results. The system can reach the processing speed of 72.727 MHz.
引用
收藏
页码:281 / 282
页数:2
相关论文
共 50 条
  • [31] A configurable hardware-efficient ECG classification inference engine based on CNN for mobile healthcare applications
    Zhang, Chen
    Li, Jian
    Guo, Pengfei
    Li, Qiuping
    Zhang, Xing
    Wang, Xinan
    MICROELECTRONICS JOURNAL, 2023, 141
  • [32] Application-specific instruction set processor for SoC implementation of modern signal processing algorithms
    Liu, ZH
    Dickson, K
    McCanny, JV
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2005, 52 (04) : 755 - 765
  • [33] The Next Generation 64b SPARC Core in a T4 SoC Processor
    Shin, Jinuk Luke
    Golla, Robert
    Li, Hongping
    Dash, Sudesna
    Choi, Youngmoon
    Smith, Alan
    Sathianathan, Harikaran
    Joshi, Mayur
    Park, Heechoul
    Elgebaly, Mohamed
    Turullols, Sebastian
    Kim, Song
    Masleid, Robert
    Konstadinidis, Georgios K.
    Doherty, Mary Jo
    Grohoski, Greg
    McAllister, Curtis
    IEEE JOURNAL OF SOLID-STATE CIRCUITS, 2013, 48 (01) : 82 - 90
  • [34] A new programmable ALU architecture for hard-core processor
    Najjar, Hajer
    Bourguiba, Riad
    Mouine, Jaouhar
    2016 13TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2016, : 567 - 570
  • [35] A High Accuracy and Low Power CNN-Based Environmental Sound Classification Processor
    Peng, Lujie
    Yang, Junyu
    Chen, Zhiyi
    Yan, Longke
    Jiao, Xiben
    Xiao, Jianbiao
    Zhou, Liang
    Chang, Liang
    Long, Yu
    Zhou, Jun
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2023, 70 (12) : 4865 - 4876
  • [36] An Efficient Hardware Architecture for Activation Function in Deep Learning Processor
    Li, Lin
    Zhang, Shengbing
    Wu, Juan
    2018 IEEE 3RD INTERNATIONAL CONFERENCE ON IMAGE, VISION AND COMPUTING (ICIVC), 2018, : 911 - 918
  • [37] SoC-Based Architecture for an Ultrasonic Phased Array With Encoded Transmissions
    Carmen Perez, Maria
    Garcia, Rodrigo
    Hernandez, Alvaro
    Jimenez, Ana
    Diego, Cristina
    Urena, Jesus
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2015, 62 (03) : 873 - 880
  • [38] FERNet: A Deep CNN Architecture for Facial Expression Recognition in the Wild
    Bodapati J.D.
    Srilakshmi U.
    Veeranjaneyulu N.
    Journal of The Institution of Engineers (India): Series B, 2022, 103 (02) : 439 - 448
  • [39] Co-design for an SoC embedded network controller
    Zou L.-Y.
    Zou X.-C.
    Journal of Zhejiang University-SCIENCE A, 2006, 7 (4): : 591 - 596