SOPC-based Implementation of Convolutional Neural Network

Xing Feng; Mingfei Jia; He Chen

doi:10.1109/ICSIDP47821.2019.9173337

SOPC-based Implementation of Convolutional Neural Network

Xing Feng, Mingfei Jia, He Chen

信息与电子学院

Beijing Institute of Technology

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

Convolutional Neural Network (CNN) is an algorithm widely used in the field of deep learning. Due to the large number of intensive parallel data operations, the use of CPU to implement the CNN serially consumes too much time. In view of the above research background, the System-on-a-Programmable-Chip (SOPC) implementation and acceleration modules of CNN are designed by using the Zynq-7035 development platform launched by Xilinx as the experimental platform. The experiment results show that our method is effective and efficiency for the target image classification on the development platform.

源语言	英语
主期刊名	ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019
出版商	Institute of Electrical and Electronics Engineers Inc.
ISBN（电子版）	9781728123455
DOI	https://doi.org/10.1109/ICSIDP47821.2019.9173337
出版状态	已出版 - 12月 2019
活动	2019 IEEE International Conference on Signal, Information and Data Processing, ICSIDP 2019 - Chongqing, 中国期限: 11 12月 2019 → 13 12月 2019

出版系列

姓名	ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019

会议

会议	2019 IEEE International Conference on Signal, Information and Data Processing, ICSIDP 2019
国家/地区	中国
市	Chongqing
时期	11/12/19 → 13/12/19

访问文件

10.1109/ICSIDP47821.2019.9173337

其它文件与链接

链接到 Scopus 的出版物

引用此

Feng, X., Jia, M., & Chen, H. (2019). SOPC-based Implementation of Convolutional Neural Network. 在 ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019 文章 9173337 (ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICSIDP47821.2019.9173337

@inproceedings{6230819d7af643de90e4ca49c0b9e7df,

title = "SOPC-based Implementation of Convolutional Neural Network",

abstract = "Convolutional Neural Network (CNN) is an algorithm widely used in the field of deep learning. Due to the large number of intensive parallel data operations, the use of CPU to implement the CNN serially consumes too much time. In view of the above research background, the System-on-a-Programmable-Chip (SOPC) implementation and acceleration modules of CNN are designed by using the Zynq-7035 development platform launched by Xilinx as the experimental platform. The experiment results show that our method is effective and efficiency for the target image classification on the development platform.",

keywords = "Convolutional Neural Network, Parallel Acceleration, SOPC",

author = "Xing Feng and Mingfei Jia and He Chen",

note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 2019 IEEE International Conference on Signal, Information and Data Processing, ICSIDP 2019 ; Conference date: 11-12-2019 Through 13-12-2019",

year = "2019",

month = dec,

doi = "10.1109/ICSIDP47821.2019.9173337",

language = "English",

series = "ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019",

address = "United States",

}

Feng, X, Jia, M & Chen, H 2019, SOPC-based Implementation of Convolutional Neural Network. 在 ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019., 9173337, ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019, Institute of Electrical and Electronics Engineers Inc., 2019 IEEE International Conference on Signal, Information and Data Processing, ICSIDP 2019, Chongqing, 中国, 11/12/19. https://doi.org/10.1109/ICSIDP47821.2019.9173337

SOPC-based Implementation of Convolutional Neural Network. / Feng, Xing; Jia, Mingfei; Chen, He.
ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019. Institute of Electrical and Electronics Engineers Inc., 2019. 9173337 (ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

TY - GEN

T1 - SOPC-based Implementation of Convolutional Neural Network

AU - Feng, Xing

AU - Jia, Mingfei

AU - Chen, He

PY - 2019/12

Y1 - 2019/12

N2 - Convolutional Neural Network (CNN) is an algorithm widely used in the field of deep learning. Due to the large number of intensive parallel data operations, the use of CPU to implement the CNN serially consumes too much time. In view of the above research background, the System-on-a-Programmable-Chip (SOPC) implementation and acceleration modules of CNN are designed by using the Zynq-7035 development platform launched by Xilinx as the experimental platform. The experiment results show that our method is effective and efficiency for the target image classification on the development platform.

AB - Convolutional Neural Network (CNN) is an algorithm widely used in the field of deep learning. Due to the large number of intensive parallel data operations, the use of CPU to implement the CNN serially consumes too much time. In view of the above research background, the System-on-a-Programmable-Chip (SOPC) implementation and acceleration modules of CNN are designed by using the Zynq-7035 development platform launched by Xilinx as the experimental platform. The experiment results show that our method is effective and efficiency for the target image classification on the development platform.

KW - Convolutional Neural Network

KW - Parallel Acceleration

KW - SOPC

UR - http://www.scopus.com/inward/record.url?scp=85091944992&partnerID=8YFLogxK

U2 - 10.1109/ICSIDP47821.2019.9173337

DO - 10.1109/ICSIDP47821.2019.9173337

M3 - Conference contribution

AN - SCOPUS:85091944992

T3 - ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019

BT - ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2019 IEEE International Conference on Signal, Information and Data Processing, ICSIDP 2019

Y2 - 11 December 2019 through 13 December 2019

ER -

Feng X, Jia M, Chen H. SOPC-based Implementation of Convolutional Neural Network. 在 ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019. Institute of Electrical and Electronics Engineers Inc. 2019. 9173337. (ICSIDP 2019 - IEEE International Conference on Signal, Information and Data Processing 2019). doi: 10.1109/ICSIDP47821.2019.9173337

SOPC-based Implementation of Convolutional Neural Network

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