Efficient Computer Vision on Edge Devices with Pipeline-Parallel Hierarchical Neural Networks

Abhinav Goel; Caleb Tung; Xiao Hu; George K. Thiruvathukal; James C. Davis; Yung Hsiang Lu

doi:10.1109/ASP-DAC52403.2022.9712574

Efficient Computer Vision on Edge Devices with Pipeline-Parallel Hierarchical Neural Networks

Abhinav Goel
, Caleb Tung
, Xiao Hu
, George K. Thiruvathukal
, James C. Davis
, Yung Hsiang Lu

Purdue University

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

Original language	English
Title of host publication	ASP-DAC 2022 - 27th Asia and South Pacific Design Automation Conference, Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	532-537
Number of pages	6
ISBN (Electronic)	9781665421355
DOIs	https://doi.org/10.1109/ASP-DAC52403.2022.9712574
State	Published - 2022
Event	27th Asia and South Pacific Design Automation Conference, ASP-DAC 2022 - Virtual, Online, Taiwan, Province of China Duration: Jan 17 2022 → Jan 20 2022

Publication series

Name	Proceedings of the Asia and South Pacific Design Automation Conference, ASP-DAC
Volume	2022-January

Conference

Conference	27th Asia and South Pacific Design Automation Conference, ASP-DAC 2022
Country/Territory	Taiwan, Province of China
City	Virtual, Online
Period	1/17/22 → 1/20/22

ASJC Scopus Subject Areas

Electrical and Electronic Engineering
Computer Science Applications
Computer Graphics and Computer-Aided Design

Keywords

Hierarchical DNNs
Parallel edge computing

Access to Document

10.1109/ASP-DAC52403.2022.9712574

Cite this

Goel, A., Tung, C., Hu, X., Thiruvathukal, G. K., Davis, J. C., & Lu, Y. H. (2022). Efficient Computer Vision on Edge Devices with Pipeline-Parallel Hierarchical Neural Networks. In ASP-DAC 2022 - 27th Asia and South Pacific Design Automation Conference, Proceedings (pp. 532-537). (Proceedings of the Asia and South Pacific Design Automation Conference, ASP-DAC; Vol. 2022-January). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ASP-DAC52403.2022.9712574

Efficient Computer Vision on Edge Devices with Pipeline-Parallel Hierarchical Neural Networks. / Goel, Abhinav; Tung, Caleb; Hu, Xiao et al.
ASP-DAC 2022 - 27th Asia and South Pacific Design Automation Conference, Proceedings. Institute of Electrical and Electronics Engineers Inc., 2022. p. 532-537 (Proceedings of the Asia and South Pacific Design Automation Conference, ASP-DAC; Vol. 2022-January).

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

Goel, A, Tung, C, Hu, X, Thiruvathukal, GK, Davis, JC & Lu, YH 2022, Efficient Computer Vision on Edge Devices with Pipeline-Parallel Hierarchical Neural Networks. in ASP-DAC 2022 - 27th Asia and South Pacific Design Automation Conference, Proceedings. Proceedings of the Asia and South Pacific Design Automation Conference, ASP-DAC, vol. 2022-January, Institute of Electrical and Electronics Engineers Inc., pp. 532-537, 27th Asia and South Pacific Design Automation Conference, ASP-DAC 2022, Virtual, Online, Taiwan, Province of China, 1/17/22. https://doi.org/10.1109/ASP-DAC52403.2022.9712574

Goel A, Tung C, Hu X, Thiruvathukal GK, Davis JC, Lu YH. Efficient Computer Vision on Edge Devices with Pipeline-Parallel Hierarchical Neural Networks. In ASP-DAC 2022 - 27th Asia and South Pacific Design Automation Conference, Proceedings. Institute of Electrical and Electronics Engineers Inc. 2022. p. 532-537. (Proceedings of the Asia and South Pacific Design Automation Conference, ASP-DAC). doi: 10.1109/ASP-DAC52403.2022.9712574

Goel, Abhinav ; Tung, Caleb ; Hu, Xiao et al. / Efficient Computer Vision on Edge Devices with Pipeline-Parallel Hierarchical Neural Networks. ASP-DAC 2022 - 27th Asia and South Pacific Design Automation Conference, Proceedings. Institute of Electrical and Electronics Engineers Inc., 2022. pp. 532-537 (Proceedings of the Asia and South Pacific Design Automation Conference, ASP-DAC).

@inproceedings{2343d5ace0ca4f4d88fe1258d3686123,

title = "Efficient Computer Vision on Edge Devices with Pipeline-Parallel Hierarchical Neural Networks",

keywords = "Hierarchical DNNs, Parallel edge computing",

author = "Abhinav Goel and Caleb Tung and Xiao Hu and Thiruvathukal, \{George K.\} and Davis, \{James C.\} and Lu, \{Yung Hsiang\}",

note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; 27th Asia and South Pacific Design Automation Conference, ASP-DAC 2022 ; Conference date: 17-01-2022 Through 20-01-2022",

year = "2022",

doi = "10.1109/ASP-DAC52403.2022.9712574",

language = "English",

series = "Proceedings of the Asia and South Pacific Design Automation Conference, ASP-DAC",

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

pages = "532--537",

booktitle = "ASP-DAC 2022 - 27th Asia and South Pacific Design Automation Conference, Proceedings",

}

TY - GEN

T1 - Efficient Computer Vision on Edge Devices with Pipeline-Parallel Hierarchical Neural Networks

AU - Goel, Abhinav

AU - Tung, Caleb

AU - Hu, Xiao

AU - Thiruvathukal, George K.

AU - Davis, James C.

AU - Lu, Yung Hsiang

PY - 2022

Y1 - 2022

KW - Hierarchical DNNs

KW - Parallel edge computing

UR - https://www.scopus.com/pages/publications/85126136877

UR - https://www.scopus.com/pages/publications/85126136877#tab=citedBy

U2 - 10.1109/ASP-DAC52403.2022.9712574

DO - 10.1109/ASP-DAC52403.2022.9712574

M3 - Conference contribution

AN - SCOPUS:85126136877

T3 - Proceedings of the Asia and South Pacific Design Automation Conference, ASP-DAC

SP - 532

EP - 537

BT - ASP-DAC 2022 - 27th Asia and South Pacific Design Automation Conference, Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 27th Asia and South Pacific Design Automation Conference, ASP-DAC 2022

Y2 - 17 January 2022 through 20 January 2022

ER -

Efficient Computer Vision on Edge Devices with Pipeline-Parallel Hierarchical Neural Networks

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

Other files and links

Cite this