Face mask detection in smart cities using deep and transfer learning: Lessons learned from the COVID-19 pandemic

Y Himeur, S Al-Maadeed, I Varlamis, N Al-Maadeed… - Systems, 2023 - mdpi.com
After different consecutive waves, the pandemic phase of Coronavirus disease 2019 does
not look to be ending soon for most countries across the world. To slow the spread of the …

A survey on masked facial detection methods and datasets for fighting against COVID-19

B Wang, J Zheng, CLP Chen - IEEE Transactions on Artificial …, 2021 - ieeexplore.ieee.org
Coronavirus disease 2019 (COVID-19) continues to pose a great challenge to the world
since its outbreak. To fight against the disease, a series of artificial intelligence (AI) …

[HTML][HTML] Facial recognition system for people with and without face mask in times of the covid-19 pandemic

JS Talahua, J Buele, P Calvopiña, J Varela-Aldás - Sustainability, 2021 - mdpi.com
In the face of the COVID-19 pandemic, the World Health Organization (WHO) declared the
use of a face mask as a mandatory biosafety measure. This has caused problems in current …

FMD-Yolo: An efficient face mask detection method for COVID-19 prevention and control in public

P Wu, H Li, N Zeng, F Li - Image and vision computing, 2022 - Elsevier
Abstract Coronavirus disease 2019 (COVID-19) is a world-wide epidemic and efficient
prevention and control of this disease has become the focus of global scientific communities …

A novel machine learning scheme for face mask detection using pretrained convolutional neural network

TM Saravanan, K Karthiha, R Kavinkumar… - Materials Today …, 2022 - Elsevier
Abstract Corona virus 2019 (COVID-19) erupted toward the end of 2019, and it has
continued to be a source of concern for a large number of people and organizations well into …

A deep learning-based approach for real-time facemask detection

W Boulila, A Alzahem, A Almoudi, M Afifi… - 2021 20th IEEE …, 2021 - ieeexplore.ieee.org
The COVID-19 pandemic is causing a global health crisis. Public spaces need to be
safeguarded from the adverse effects of this pandemic. Wearing a facemask becomes one of …

A hybrid LBP-DCNN based feature extraction method in YOLO: An application for masked face and social distance detection

I Oztel, G Yolcu Oztel, D Akgun - Multimedia Tools and Applications, 2023 - Springer
COVID-19 is an ongoing pandemic and the WHO recommends at least one-meter social
distance, and the use of medical face masks to slow the disease's transmission. This paper …

Lightweight face mask detection algorithm with attention mechanism

Y Shao, J Ning, H Shao, D Zhang, H Chu… - … Applications of Artificial …, 2024 - Elsevier
Lightweight computer vision models with a better balance of speed and accuracy are critical
for intelligent system devices. Wearing a mask correctly can effectively prevent the spread of …

Comparative analysis of various machine and deep learning models for face mask detection using digital images

I Kansal, R Popli, C Singla - 2021 9th International Conference …, 2021 - ieeexplore.ieee.org
COVID-19 has majorly influenced life of all human beings worldwide. It is also affecting
human's daily life style. During this pandemic situation, face masks have been used …

Face mask recognition using a custom CNN and data augmentation

P Fazeli Ardekani, SZ Tale, MJ Parseh - Signal, Image and Video …, 2024 - Springer
Abstract In 2019, the COVID-19 disease spread worldwide, and the World Health
Organization recommended using masks for everyone. Using a mask is one of the ways to …