Vehicle detection using YOLO and mobility tracking during COVID-19 pandemic lockdowns

被引：6

作者：

Tan, Marion Ivan L. ^{[1
]}

Calgo, Clyde J.

Cabantac, Sheanne Eric P.

Honrado, Jaime Luis E.

Libatique, Nathaniel J. C.

Tangonan, Gregory L.

机构：

[1] Ateneo Manila Univ, Sch Sci & Engn, Ateneo Innovat Ctr, Quezon City, Philippines

来源：

2021 IEEE GLOBAL HUMANITARIAN TECHNOLOGY CONFERENCE (GHTC) | 2021年

关键词：

traffic videos; object detection; COVID-19; pandemic; SARS-COV-2; lockdown; community mobility;

D O I：

10.1109/GHTC53159.2021.9612481

中图分类号：

X [环境科学、安全科学];

学科分类号：

08 ; 0830 ;

摘要：

Data-driven approaches to traffic monitoring have important applications in tracking vehicle mobility in the COVID-19 pandemic lockdowns. We report preliminary results of a pipeline that uses the You Only Look Once (YOLOv3) and the Simple Online and Realtime Tracking (SORT) algorithms to count and classify vehicles in traffic videos. We correlate vehicle counts in Katipunan Avenue, Metro Manila and Google COVID-19 Community Mobility Reports from May to August 2020 and we show that vehicle detection data may be considered for monitoring community response to changes in COVID-19 lockdown stringency levels.

引用

页码：1 / 7

页数：7

共 26 条

[1]

[Anonymous], 2018, 2018 26TH TELECOMMUNICATIONS FORUM (TELFOR)

[2]

[Anonymous], 2018, Yolov3: An incremental improvement

[3] Edge-Computing Video Analytics for Real-Time Traffic Monitoring in a Smart City [J].

Barthelemy, Johan ;

Verstaevel, Nicolas ;

Forehead, Hugh ;

Perez, Pascal .

SENSORS, 2019, 19 (09)

[4]

Bewley A, 2016, IEEE IMAGE PROC, P3464, DOI 10.1109/ICIP.2016.7533003

[5] Aggregated mobility data could help fight COVID-19 [J].

Buckee, Caroline O. ;

Balsari, Satchit ;

Chan, Jennifer ;

Crosas, Merce ;

Dominici, Francesca ;

Gasser, Urs ;

Grad, Yonatan H. ;

Grenfell, Bryan ;

Halloran, M. Elizabeth ;

Kraemer, Moritz U. G. ;

Lipsitch, Marc ;

Metcalf, C. Jessica E. ;

Meyers, Lauren Ancel ;

Perkins, T. Alex ;

Santillana, Mauricio ;

Scarpino, Samuel V. ;

Viboud, Cecile ;

Wesolowski, Amy ;

Schroeder, Andrew .

SCIENCE, 2020, 368 (6487) :145-146

[6]

Chen S., P 2019 IEEE 3 ADV IN, P1400

[7]

Department of Health, 2020, COVID 19 DOH DAT DRO

[8]

Department of Public Works and Highways, 2020, 2019 ROAD DAT

[9]

Fernando R., INT C INF VIS, P403

[10]

Google, COVID-19 Community Mobility Reports

← 1 2 3 →