TY - GEN
T1 - Image Recognition to Detect COVID-19 Violations
T2 - 7th International Congress on Information and Communication Technology, ICICT 2022
AU - Algefes, Amal
AU - Aldossari, Nouf
AU - Masmoudi, Fatma
N1 - Publisher Copyright:
© 2023, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.
PY - 2023
Y1 - 2023
N2 - The upsurge in the number of criminal cases in Saudi Arabia is a cause for concern. More so, with the recent emergence of COVID-19, the government has forbidden specific social behaviors, which means that any breach of these prohibitions will be classified as a criminal. This work leverages the immense ability of deep learning architectures to develop and evaluate models to detect images of people or a person either violating or observing COVID-19 rules. For instance, an image of a person/s wearing a face mask would definitely fall under the category of non-violation, whereas an image of people hugging or shaking hands is an indication of a violation of COVID-19 rules. The model is trained and evaluated on a bunch of images that we have extracted from social media sites, and it produces exceptional results in the image classification assignment that we have performed.
AB - The upsurge in the number of criminal cases in Saudi Arabia is a cause for concern. More so, with the recent emergence of COVID-19, the government has forbidden specific social behaviors, which means that any breach of these prohibitions will be classified as a criminal. This work leverages the immense ability of deep learning architectures to develop and evaluate models to detect images of people or a person either violating or observing COVID-19 rules. For instance, an image of a person/s wearing a face mask would definitely fall under the category of non-violation, whereas an image of people hugging or shaking hands is an indication of a violation of COVID-19 rules. The model is trained and evaluated on a bunch of images that we have extracted from social media sites, and it produces exceptional results in the image classification assignment that we have performed.
KW - COVID-19
KW - Deep learning
KW - Image classification
KW - ResNet
KW - Violation and non-violation
UR - http://www.scopus.com/inward/record.url?scp=85135042966&partnerID=8YFLogxK
U2 - 10.1007/978-981-19-2394-4_55
DO - 10.1007/978-981-19-2394-4_55
M3 - Conference contribution
AN - SCOPUS:85135042966
SN - 9789811923937
T3 - Lecture Notes in Networks and Systems
SP - 601
EP - 609
BT - Proceedings of 7th International Congress on Information and Communication Technology, ICICT 2022
A2 - Yang, Xin-She
A2 - Sherratt, Simon
A2 - Dey, Nilanjan
A2 - Joshi, Amit
PB - Springer Science and Business Media Deutschland GmbH
Y2 - 21 February 2022 through 24 February 2022
ER -
