Optimizing Accelerator on FPGA for Deep Convolutional Neural Networks

Yong Dong; Wei Hu; Yonghao Wang; Qiang Jiao; Shuang Chen

doi:10.1007/978-3-030-60239-0_7

Optimizing Accelerator on FPGA for Deep Convolutional Neural Networks

Yong Dong^*
, Wei Hu
, Yonghao Wang
, Qiang Jiao
, Shuang Chen

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Citation (SciVal)

Original language	English
Title of host publication	Algorithms and Architectures for Parallel Processing - 20th International Conference, ICA3PP 2020, Proceedings
Editors	Meikang Qiu
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	97-110
Number of pages	14
ISBN (Print)	9783030602383
DOIs	https://doi.org/10.1007/978-3-030-60239-0_7
Publication status	Published (VoR) - 2020
Event	20th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2020 - New York, United States Duration: 2 Oct 2020 → 4 Oct 2020

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	12453 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	20th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2020
Country/Territory	United States
City	New York
Period	2/10/20 → 4/10/20

Keywords

Convolutional neural networks
FPGA
Hardware acceleration

Access to Document

10.1007/978-3-030-60239-0_7

Cite this

Dong, Y., Hu, W., Wang, Y., Jiao, Q., & Chen, S. (2020). Optimizing Accelerator on FPGA for Deep Convolutional Neural Networks. In M. Qiu (Ed.), Algorithms and Architectures for Parallel Processing - 20th International Conference, ICA3PP 2020, Proceedings (pp. 97-110). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 12453 LNCS). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-030-60239-0_7

Dong, Yong ; Hu, Wei ; Wang, Yonghao et al. / Optimizing Accelerator on FPGA for Deep Convolutional Neural Networks. Algorithms and Architectures for Parallel Processing - 20th International Conference, ICA3PP 2020, Proceedings. editor / Meikang Qiu. Springer Science and Business Media Deutschland GmbH, 2020. pp. 97-110 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{3223ce7fde8142eda45d13e0bd77b46b,

title = "Optimizing Accelerator on FPGA for Deep Convolutional Neural Networks",

keywords = "Convolutional neural networks, FPGA, Hardware acceleration",

author = "Yong Dong and Wei Hu and Yonghao Wang and Qiang Jiao and Shuang Chen",

note = "Publisher Copyright: {\textcopyright} 2020, Springer Nature Switzerland AG.; 20th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2020 ; Conference date: 02-10-2020 Through 04-10-2020",

year = "2020",

doi = "10.1007/978-3-030-60239-0\_7",

language = "English",

isbn = "9783030602383",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

publisher = "Springer Science and Business Media Deutschland GmbH",

pages = "97--110",

editor = "Meikang Qiu",

booktitle = "Algorithms and Architectures for Parallel Processing - 20th International Conference, ICA3PP 2020, Proceedings",

}

Dong, Y, Hu, W, Wang, Y, Jiao, Q & Chen, S 2020, Optimizing Accelerator on FPGA for Deep Convolutional Neural Networks. in M Qiu (ed.), Algorithms and Architectures for Parallel Processing - 20th International Conference, ICA3PP 2020, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 12453 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 97-110, 20th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2020, New York, United States, 2/10/20. https://doi.org/10.1007/978-3-030-60239-0_7

Optimizing Accelerator on FPGA for Deep Convolutional Neural Networks. / Dong, Yong; Hu, Wei; Wang, Yonghao et al.
Algorithms and Architectures for Parallel Processing - 20th International Conference, ICA3PP 2020, Proceedings. ed. / Meikang Qiu. Springer Science and Business Media Deutschland GmbH, 2020. p. 97-110 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 12453 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Optimizing Accelerator on FPGA for Deep Convolutional Neural Networks

AU - Dong, Yong

AU - Hu, Wei

AU - Wang, Yonghao

AU - Jiao, Qiang

AU - Chen, Shuang

PY - 2020

Y1 - 2020

KW - Convolutional neural networks

KW - FPGA

KW - Hardware acceleration

UR - https://www.scopus.com/pages/publications/85092747647

UR - https://www.scopus.com/pages/publications/85092747647#tab=citedBy

U2 - 10.1007/978-3-030-60239-0_7

DO - 10.1007/978-3-030-60239-0_7

M3 - Conference contribution

AN - SCOPUS:85092747647

SN - 9783030602383

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 97

EP - 110

BT - Algorithms and Architectures for Parallel Processing - 20th International Conference, ICA3PP 2020, Proceedings

A2 - Qiu, Meikang

PB - Springer Science and Business Media Deutschland GmbH

T2 - 20th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2020

Y2 - 2 October 2020 through 4 October 2020

ER -

Dong Y, Hu W, Wang Y, Jiao Q, Chen S. Optimizing Accelerator on FPGA for Deep Convolutional Neural Networks. In Qiu M, editor, Algorithms and Architectures for Parallel Processing - 20th International Conference, ICA3PP 2020, Proceedings. Springer Science and Business Media Deutschland GmbH. 2020. p. 97-110. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-030-60239-0_7

Optimizing Accelerator on FPGA for Deep Convolutional Neural Networks

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