An Insight Into Facial Mask and Social Distance Monitoring System Based on Deep Learning Object Detector to Prevent Covid-19 Transmission

Izdanje: Sinteza 2021 - International Scientific Conference on Information Technology and Data Related Research

DOI: 10.15308/Sinteza-2021-120-127

Oblast: Information Secuity and Advanced Engineeing Systems Session

Stranice: 120-127

Apstrakt:
During the COVID-19 pandemic, facial mask detection and monitoring the social distance between persons is an essential and challenging task. Along with other several machine learning techniques, deep learning has been successfully applied for object detection. In this paper, we have thoroughly explored the deep learning object detection methods for facial masks and physical distance. We have discussed an overview of object detection methods in the form of taxonomy and analyse one-stage and two-stage object detectors. In the end, some open research challenges have been presented as well.
Ključne reči: COVID-19, Deep Learning, Machine Learning, Social Distance, Object Detection.
Priložene datoteke:
  • 120-127 ( veličina: 308,7 KB, broj pregleda: 262 )
Kategorije objave: Radovi na konferenciji Sinteza 2021, Beograd, Srbija Radovi sa konferencija

Preuzimanje citata:

BibTeX format 
@article{article,
  author  = {J. Irum, K. Samina, S. Tehmina, M. Yesir and A. Iftikhar}, 
  title   = {An Insight Into Facial Mask and Social Distance Monitoring System Based on Deep Learning Object Detector to Prevent Covid-19 Transmission},
  journal = {Sinteza 2021 - International Scientific Conference on Information Technology and Data Related Research},
  year    = 2021,
  pages   = {120-127},
  doi     = {10.15308/Sinteza-2021-120-127}
}
RefWorks Tagged format 
RT Conference Proceedings
A1 Javed Irum
A1 Khalid Samina
A1 Shehryar Tehmina
A1 Mehmood Yesir
A1 Ahmad Iftikhar
T1 An Insight Into Facial Mask and Social Distance Monitoring System Based on Deep Learning Object Detector to Prevent Covid-19 Transmission
AD Univerzitet Singidunum, Beograd, Beograd, Srbija
YR 2021
NO doi: 10.15308/Sinteza-2021-120-127
Unapred formatirani prikaz citata
J. Irum, K. Samina, S. Tehmina, M. Yesir and A. Iftikhar, An Insight Into Facial Mask and Social Distance Monitoring System Based on Deep Learning Object Detector to Prevent Covid-19 Transmission, Univerzitet Singidunum, Beograd, 2021, doi:10.15308/Sinteza-2021-120-127