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Is Face Recognition with Masks Possible? [PDF]

International Journal of Advanced Computer Science and Applications, 2021
With the recent outbreak of the COVID-19 pandemic, wearing face masks has become extremely important to protect us, and to reduce the spread of the virus. This measure has made many existing face recognition systems ineffective as they were trained to work with unmasked faces.
Yaaseen Muhammad Saib, Sameerchand Pudaruth   +1 more
openaire   +1 more source

Deep Covariance Feature and CNN-based End-to-End Masked Face Recognition

, 2021
With the emergence of the global epidemic of COVID-19, face recognition systems have achieved much attention as contactless identity verification methods.
Islam, Md Baharul, Junayed, Masum Shah, Sadeghzadeh, Arezoo   +2 more
core   +2 more sources

A Study of Face Alignment Methods in Unmasked and Masked Face Recognition

, 2023
Face recognition is a popular technology that has been widely used in various applications, such as security systems, social media, and entertainment. However, recognizing faces accurately is challenging due to factors such as facial expressions, head ...
Jin, Mingyuan
core   +3 more sources

MFR 2021: Masked Face Recognition Competition

, 2021
This paper presents a summary of the Masked Face Recognition Competitions (MFR) held within the 2021 International Joint Conference on Biometrics (IJCB 2021). The competition attracted a total of 10 participating teams with valid submissions.
Saffari, M, Boutros, Fadi, Rasnayaka, S, Kirchbuchner, F, Seneviratne, Sachith, Erakin, ME, Shan, Shiguang, Kiran Raja, Cardoso, Jaime S., Kirchbuchner, Florian, Kubo, S, Shan, S, Montero, D, Pedro C. Neto, Demir, Ugur, Kuijper, Arjan, Shizuma Kubo, Rasnayaka, Sanka, Chao Zhang, Zhang, Chao, Jan Niklas Kolf, Boutros, F, He, M, Ramachandra, Raghavendra, Sequeira, Ana F., Cardoso, JS, Klemen Grm, Wang, F, Mingjie He, Sierra, Basilio, Grm, Klemen, Shiguang Shan, Raja, Kiran, Joao Ribeiro Pinto, Ugur Demir, Neto, Pedro C., Neto, PC, Basilio Sierra, Montero, David, Mohsen Saffari, Aginako, N, Sanka Rasnayaka, Kataoka, Asaki, Zhang, C, Nuran Kasthuriarachchi, Kataoka, A, Kohei Ichikawa, Kasthuriarachchi, N, Kolf, JN, Zhang, J, Nieto, Marcos, Erakin, Mustafa Ekrem, Fadi Boutros, Vitomir Struc, Ana F. Sequeira, Naiara Aginako, Dan Han, Demir, U, Raja, K, Fei Wang, Seneviratne, S, Fang, Pengcheng, Ekenel, Hazim Kemal, Arjan Kuijper, Sierra, B, Pinto, JR, Asaki Kataoka, Ichikawa, Kohei, Florian Kirchbuchner, Ramachandra, R, Kuijper, A, Jie Zhang, Nieto, M, Pengcheng Fang, Mustafa Ekrem Erakin, Zhang, Jie, Hazim Kemal Ekenel, Fang, P, Sequeira, AF, Ekenel, HK, Kubo, Shizuma, Struc, Vitomir, Sachith Seneviratne, Damer, N, Naser Damer, Saffari, Mohsen, Pinto, Joao Ribeiro, Struc, V, Ichikawa, K, Han, D, He, Mingjie, Aginako, Naiara, Kolf, Jan Niklas, Raghavendra Ramachandra, Marcos Nieto, Han, Dan, Wang, Fei, Damer, Naser, Jaime S. Cardoso, Grm, K, Kasthuriarachchi, Nuran, David Montero, Fei Wang 0032, Raja, Kiran B., Jie Zhang 0071, David Montero 0002, Ana Filipa Sequeira   +106 more
core   +1 more source

Masked Face Recognition Using Convolutional Neural Networks

Journal of Kufa for Mathematics and Computer, 2023
Since the COVID-19 epidemic's rise in 2020, Cover face recognize achieve advanced significantly in the range of computer vision. Face cover is important to stop or limit the COVID-19 disease's spread due to the global outbreak. Face recognize is among
Saja Mohsen Abass, Mohammed Hasan Abdulameer   +1 more
doaj   +1 more source

Effective Attention-Based Mechanism for Masked Face Recognition

Applied Sciences, 2022
Research on facial recognition has recently been flourishing, which has led to the introduction of many robust methods. However, since the worldwide outbreak of COVID-19, people have had to regularly wear facial masks, thus making existing face ...
Vandet Pann, Hyo Jong Lee
doaj   +1 more source

Balanced Masked and Standard Face Recognition

2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), 2021
We present the improved network architecture, data augmentation, and training strategies for the Webface track and Insightface/Glint360K track of the masked face recognition challenge of ICCV2021. One of the key goals is to have a balanced performance of masked and standard face recognition.
Delong Qi, Kangli Hu, Weijun Tan, Qi Yao, Jingfeng Liu   +4 more
openaire   +3 more sources

Masked Face Recognition From Synthesis to Reality

IEEE Access, 2022
As we have been seriously hit by the COVID-19 pandemic, wearing a facial mask is a crucial action that we can take for our protection. This paper reports a comprehensive study on the recognition of masked faces.
Gee-Sern Jison Hsu, Hung-Yi Wu, Chun-Hung Tsai, Svetlana Yanushkevich, Marina L. Gavrilova   +4 more
doaj   +1 more source

Improving face identification of mask-wearing individuals

Cognitive Research, 2022
Research has consistently shown that concealing facial features can hinder subsequent identification. The widespread adoption of face masks due to the COVID-19 pandemic has highlighted the critical and urgent need to discover techniques to improve ...
Krista D. Manley, Jason C. K. Chan, Gary L. Wells   +2 more
doaj   +1 more source

Face Masks Bolsters the Characteristics From Looking at a Face Even When Facial Expressions Are Impaired

Frontiers in Psychology, 2021
Face masks impact social interactions because emotion recognition is difficult due to face occlusion. However, is this enough to conclude that face masks negatively impact social interactions?
Wee Kiat Lau
doaj   +1 more source