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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 02 | Feb 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 274
COVID-19 FACE MASK DETECTION
Waydande Nishantkumar Anand1, Prof.Bhor P.A2
1-2Dept. of Computer Engineering, Jaihind College of Engineering, Pune, Maharashtra, India
3Professor, Dept. of Computer Engineering, Jaihind College of Engineering, Pune, Maharashtra, India
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract:
Coronavirus has spread all around the world now
and it has impacted all areas. The medical care
arrangement of practically every nation is going
through emergency. Many advances had taken to
lessen the spread of Coronavirus where wearing a veil
is one of them. In this Project, we have proposed a
framework which will assist with decreasing the
spread of covid19 at Grocery Shop which further can
be carried out at Malls, Universities, Smart Urban
communities and so forth through CCTV Cameras by
recognizing individuals who are not wearing a veil. We
trust this framework will assist with lessening the
spread of Covid-19 in some content by illuminating to
the proprietor of Grocery shop about the speculated
individual.
Keywords:-CNN, Face Mask, Face Recognition,
Covid19.
INTRODUCTION
We are managing COVID-19 from most
recent 2 years and it can get transmitted through
air. In this way, to keep away from the immediate
contact at public premises we are working on IOT
Based framework which can distinguish mask and
assuming any issue appears, automatically it will
send data of that individual to the proprietor or
particular authorities. The principle center is to
recognize faces, not to distinguish or check it also
detecting whether or not the individual is wearing
cover. Since these scenarios become vital to follow
since the Covid19.and still we really want to follow
these principles in light of the fact that Covid-19
isn't absolutely under control. In future also We
should be prepared for these sort of pandemics.
Likewise for safeguarding us from Virus we want to
observe the guidelines. We really want to check
whether or not the individual wearing a mass. Along
these lines, we can handle the transmission of
infections or anyviral illnesses which communicates
through air. Today CCTV's are utilized in many
public and private regions for reconnaissance
exercises we can utilize them to enforce the rules
like wearing cover
MOTIVATION
Coronavirus is an overpowering contamination
brought about by a recently discovered Corona virus. One of
the least demanding method for controlling transmission is
by providing basic instruction about the COVID-19
contamination, the ailment it causes and the way it spreads.
The reason for this venture to make individuals mindful that
wearing a cover is fundamental for their own and other's
wellbeing and one having high temperature ought not
meander outside to stop the spread of virus. The proposed
project carry out IoT-put together system with respect to
COVID-19 monitoring at Grocery Shop has end to make
individuals mindful that face covers are fundamental for
their own and other's security and one having high
temperature ought not wander outside to stop the spread of
infection. So, Following the principles is exceptionally
essential . For that - Checking whether each one is wearing a
veil. - Checking Temperature of assemblage of everybody
who is entering. - Checking everybody is keeping social
separation The motivation of this task came from looking a
large portion of individuals disobeying the decides
guidelines that are obligatory to stop the spread of Covid
PROBLEM STATEMENT
The impacts of COVID-19 on the worldwide economy
should be visible with the naked eye, as the control of
individuals in the homes carries with one that keeps on
being experienced, it is applicable to put individuals'
wellbeing before any useful action. That is why biosecurity
measures and social separating conventions have been
implemented to limit the spread of this perilous infection.
As well as the limit in public institutions, businesses and
different foundations has been restricted, highlighting the
alleged telecommuting (in specific cases). In this manner,
organizations have implemented various philosophies,
procedures, and methods to safeguard the honesty and
health, both while entering and remaining in up close and
personal work meetings. As previously referenced, CNN
have been a significant mechanical device during this
pandemic. Albeit most methodologies have been taken
towards the diagnosis of the infection, observing and
anticipation has likewise been covered.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 02 | Feb 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 275
RELATED WORK
1. To distinguish veil from video/picture input by
CCTV System And additionally recognizing the
temperature of separate individual by non-contactless
procedures. Thus, that we wear' t need any person for
really looking at temperature or to inspect cover of the
individual.
2. There are numerous temperature weapons
accessible concerned specialists to make ap propriate
moves when the temperature surpasses a particular
breaking point. in this task, we'll connect an IR
temperature sensor and send the cautions with the
image of the individual assuming the temperature of a
specific individual surpasses the set worth.
3. To examine and sum up the course of Face
Detection, Mask Detection and Temperature Detection
4. To take a gander at right now accessible
Face Detection, Mask Detection and Temperature
Discovery strategies.
PROPOSED SYSTEM
The IOT based framework is fundamentally grouped
into two sections Face Detection and Mask Detection.
We can see the progression of Mask Detection in fig.
7.1. Initially we will separate picture from webcam and
afterward we will apply picture pre processing and
and afterward we will stack the facial covering
recognition model. so we can get to know that who is
wearing and who isn't wearing a mask.
SOFTWARE REQUIREMENTS
Sr.
No.
PARAMETER MINIMUM REQUIREMENT
1 OPERATING
SYSTEM
Windows 7/8
2 CODING
LANGUAGE
Python
3 IDE VsCode
4 DATABASE SQL
5 WEBSERVER Anaconda
HARDWARE REQUIREMENTS
SR. No Parameter Minimum
Requirement
1 Processor Core I7
2 RAM 3GB
GOALS AND OJECTIVES
Goals :
1. Manual Monitoring is very difficult for officers
to check whether the peoples are wearing a mask or
not .So in our technique, we are using web cam to
detect peoples faces and to prevent from virus
transmissions. Objectives :
1. Using Live streams /Model, identify the
person's Face.
2. We can keep peoples safe from our technique
APPLICATIONS
1. To prevent the spreading of corona virus.
2. To Reducing the number of workers to
checking of covid masks in large public areas.
AREA OF PROJECT
To safeguard ourselves from the COVID-19
Pandemic, for all intents and purposes
everyoneputs on a facial covering. In most open
occasions, like shopping centers, theaters, and
parks,it is turning out to be progressively essential
to check whether individuals in the group wear
facemasks. The advancement of an IOT answer for
identify whether a person iswearing a facial
covering and award them access could be
incredibly useful tosociety. In this venture, a basic
Face Mask recognition machine is assembled
usingConvolutional Neural Networks, a Deep
Learning technique (CNN). This CNNModel is
worked for ongoing applications. This rendition
can likewise be utilized toextend an undeniable
programming application with the goal that
anybody can test it out beforesubmitting it to the
overall population. This rendition accomplishes a
degree of accuracyof north of 96%. This can
likewise be utilized related to other methodsto
further develop exactness levels considerably
more
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 02 | Feb 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 276
CONCLUSION
As indicated by the accomplished outcomes,
the proposed arrangement can be utilized for the
purpose for certain impediments . Like number of
handled edges or measurements each second. In
future, it is wanted to explore different avenues
regarding different deep learning and PC vision
structures for object identification on Raspberry Pi in
request to accomplish higher framerate. At last, a
definitive objective is to incorporate the system given
in this show our structure for proficient.
REFERENCES
[1]J. Barabas, R. Zalman and M. Kochlan, ”Automated
evaluation of COVID19 risk factors coupled with realtime,
indoor, personal localization data for potential disease
identification, prevention and smart quarantining,” 2020
43rd International Conference on Telecommunications
and Signal Processing (TSP)
[2]R. Moorthy H., V. Upadhya, V. V. Holla, S. S. Shetty and V.
Tantry, ”CNN based Smart Surveillance System: A Smart
IoT Application Post Covid-19 Era,” 2020 Fourth
International Conference on I-SMAC (IoT in Social,
Mobile, Analytics and Cloud)
[3]K. Zhu, Z. Du, W. Li, D. Huang, Y. Wang and L. Chen,
”Discriminative Attention-based Convolutional Neural
Network for 3D Facial Expression Recognition,”2018
[4]M. M. Rahman, M. M. H. Manik, M. M. Islam, S.Mahmud
and J. -H. Kim, ”An Automated System to Limit COVID-19
Using Facial Mask Detection in Smart City Network,”
2020 IEEE International IOT, Electronics and
Mechatronics Conference
[5]T. Meenpal, A. Balakrishnan and A. Verma, ”Facial Mask
Detection using Semantic Segmentation,” 2019 4th
International Conference on Computing,
Communications and Security (ICCCS), Rome, Italy, 2019
[6]J.L.Amritha Varshini, J.L.Amrita Sree, Aathira Dineshan, T
Anjali, O.D. Jayakumar, Abhilash Bharadwaj,”Face mask
detection and recog-nition using an IoT enabled PDMS-
Ag e-skin sensor that works incontact and non-contact
modes”2019
[7]Sheikh Rufsan Reza, Xishuang Dong, Lijun Qian”Robust
Face MaskDetection using Deep Learning on IoT
Devices”2018 International Conference on Design
Innovations for 3Cs Compute Communicate Control
[8]Davang Sikand, Jaya Krishna Raguru, Vijay Kumar
Sharma”Alert Sys-tem for Face Mask Detection using
CNN”2015
[9]Talha Ikram, Abdullah Saeed, NoorUl Ayn, Muhammad Ali
Tahir, RafiaMumtaz”A review of the prevalent ICT
techniques used for COVID-19 SOP violation detection, 2018
[10]J.L.Amritha Varshini, J.L.Amrita Sree, Aathira Dineshan,
T Anjali, O.D. Jayakumar Abhilash Bharadwaj”Face mask
detection and recog-nition using an IoT enabled PDMS-Ag e-
skin sensor that works incontact and non-contact modes”
2019 4th International Conference on Computing , 2019.

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COVID-19 FACE MASK DETECTION

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 02 | Feb 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 274 COVID-19 FACE MASK DETECTION Waydande Nishantkumar Anand1, Prof.Bhor P.A2 1-2Dept. of Computer Engineering, Jaihind College of Engineering, Pune, Maharashtra, India 3Professor, Dept. of Computer Engineering, Jaihind College of Engineering, Pune, Maharashtra, India ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract: Coronavirus has spread all around the world now and it has impacted all areas. The medical care arrangement of practically every nation is going through emergency. Many advances had taken to lessen the spread of Coronavirus where wearing a veil is one of them. In this Project, we have proposed a framework which will assist with decreasing the spread of covid19 at Grocery Shop which further can be carried out at Malls, Universities, Smart Urban communities and so forth through CCTV Cameras by recognizing individuals who are not wearing a veil. We trust this framework will assist with lessening the spread of Covid-19 in some content by illuminating to the proprietor of Grocery shop about the speculated individual. Keywords:-CNN, Face Mask, Face Recognition, Covid19. INTRODUCTION We are managing COVID-19 from most recent 2 years and it can get transmitted through air. In this way, to keep away from the immediate contact at public premises we are working on IOT Based framework which can distinguish mask and assuming any issue appears, automatically it will send data of that individual to the proprietor or particular authorities. The principle center is to recognize faces, not to distinguish or check it also detecting whether or not the individual is wearing cover. Since these scenarios become vital to follow since the Covid19.and still we really want to follow these principles in light of the fact that Covid-19 isn't absolutely under control. In future also We should be prepared for these sort of pandemics. Likewise for safeguarding us from Virus we want to observe the guidelines. We really want to check whether or not the individual wearing a mass. Along these lines, we can handle the transmission of infections or anyviral illnesses which communicates through air. Today CCTV's are utilized in many public and private regions for reconnaissance exercises we can utilize them to enforce the rules like wearing cover MOTIVATION Coronavirus is an overpowering contamination brought about by a recently discovered Corona virus. One of the least demanding method for controlling transmission is by providing basic instruction about the COVID-19 contamination, the ailment it causes and the way it spreads. The reason for this venture to make individuals mindful that wearing a cover is fundamental for their own and other's wellbeing and one having high temperature ought not meander outside to stop the spread of virus. The proposed project carry out IoT-put together system with respect to COVID-19 monitoring at Grocery Shop has end to make individuals mindful that face covers are fundamental for their own and other's security and one having high temperature ought not wander outside to stop the spread of infection. So, Following the principles is exceptionally essential . For that - Checking whether each one is wearing a veil. - Checking Temperature of assemblage of everybody who is entering. - Checking everybody is keeping social separation The motivation of this task came from looking a large portion of individuals disobeying the decides guidelines that are obligatory to stop the spread of Covid PROBLEM STATEMENT The impacts of COVID-19 on the worldwide economy should be visible with the naked eye, as the control of individuals in the homes carries with one that keeps on being experienced, it is applicable to put individuals' wellbeing before any useful action. That is why biosecurity measures and social separating conventions have been implemented to limit the spread of this perilous infection. As well as the limit in public institutions, businesses and different foundations has been restricted, highlighting the alleged telecommuting (in specific cases). In this manner, organizations have implemented various philosophies, procedures, and methods to safeguard the honesty and health, both while entering and remaining in up close and personal work meetings. As previously referenced, CNN have been a significant mechanical device during this pandemic. Albeit most methodologies have been taken towards the diagnosis of the infection, observing and anticipation has likewise been covered.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 02 | Feb 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 275 RELATED WORK 1. To distinguish veil from video/picture input by CCTV System And additionally recognizing the temperature of separate individual by non-contactless procedures. Thus, that we wear' t need any person for really looking at temperature or to inspect cover of the individual. 2. There are numerous temperature weapons accessible concerned specialists to make ap propriate moves when the temperature surpasses a particular breaking point. in this task, we'll connect an IR temperature sensor and send the cautions with the image of the individual assuming the temperature of a specific individual surpasses the set worth. 3. To examine and sum up the course of Face Detection, Mask Detection and Temperature Detection 4. To take a gander at right now accessible Face Detection, Mask Detection and Temperature Discovery strategies. PROPOSED SYSTEM The IOT based framework is fundamentally grouped into two sections Face Detection and Mask Detection. We can see the progression of Mask Detection in fig. 7.1. Initially we will separate picture from webcam and afterward we will apply picture pre processing and and afterward we will stack the facial covering recognition model. so we can get to know that who is wearing and who isn't wearing a mask. SOFTWARE REQUIREMENTS Sr. No. PARAMETER MINIMUM REQUIREMENT 1 OPERATING SYSTEM Windows 7/8 2 CODING LANGUAGE Python 3 IDE VsCode 4 DATABASE SQL 5 WEBSERVER Anaconda HARDWARE REQUIREMENTS SR. No Parameter Minimum Requirement 1 Processor Core I7 2 RAM 3GB GOALS AND OJECTIVES Goals : 1. Manual Monitoring is very difficult for officers to check whether the peoples are wearing a mask or not .So in our technique, we are using web cam to detect peoples faces and to prevent from virus transmissions. Objectives : 1. Using Live streams /Model, identify the person's Face. 2. We can keep peoples safe from our technique APPLICATIONS 1. To prevent the spreading of corona virus. 2. To Reducing the number of workers to checking of covid masks in large public areas. AREA OF PROJECT To safeguard ourselves from the COVID-19 Pandemic, for all intents and purposes everyoneputs on a facial covering. In most open occasions, like shopping centers, theaters, and parks,it is turning out to be progressively essential to check whether individuals in the group wear facemasks. The advancement of an IOT answer for identify whether a person iswearing a facial covering and award them access could be incredibly useful tosociety. In this venture, a basic Face Mask recognition machine is assembled usingConvolutional Neural Networks, a Deep Learning technique (CNN). This CNNModel is worked for ongoing applications. This rendition can likewise be utilized toextend an undeniable programming application with the goal that anybody can test it out beforesubmitting it to the overall population. This rendition accomplishes a degree of accuracyof north of 96%. This can likewise be utilized related to other methodsto further develop exactness levels considerably more
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 02 | Feb 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 276 CONCLUSION As indicated by the accomplished outcomes, the proposed arrangement can be utilized for the purpose for certain impediments . Like number of handled edges or measurements each second. In future, it is wanted to explore different avenues regarding different deep learning and PC vision structures for object identification on Raspberry Pi in request to accomplish higher framerate. At last, a definitive objective is to incorporate the system given in this show our structure for proficient. REFERENCES [1]J. Barabas, R. Zalman and M. Kochlan, ”Automated evaluation of COVID19 risk factors coupled with realtime, indoor, personal localization data for potential disease identification, prevention and smart quarantining,” 2020 43rd International Conference on Telecommunications and Signal Processing (TSP) [2]R. Moorthy H., V. Upadhya, V. V. Holla, S. S. Shetty and V. Tantry, ”CNN based Smart Surveillance System: A Smart IoT Application Post Covid-19 Era,” 2020 Fourth International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) [3]K. Zhu, Z. Du, W. Li, D. Huang, Y. Wang and L. Chen, ”Discriminative Attention-based Convolutional Neural Network for 3D Facial Expression Recognition,”2018 [4]M. M. Rahman, M. M. H. Manik, M. M. Islam, S.Mahmud and J. -H. Kim, ”An Automated System to Limit COVID-19 Using Facial Mask Detection in Smart City Network,” 2020 IEEE International IOT, Electronics and Mechatronics Conference [5]T. Meenpal, A. Balakrishnan and A. Verma, ”Facial Mask Detection using Semantic Segmentation,” 2019 4th International Conference on Computing, Communications and Security (ICCCS), Rome, Italy, 2019 [6]J.L.Amritha Varshini, J.L.Amrita Sree, Aathira Dineshan, T Anjali, O.D. Jayakumar, Abhilash Bharadwaj,”Face mask detection and recog-nition using an IoT enabled PDMS- Ag e-skin sensor that works incontact and non-contact modes”2019 [7]Sheikh Rufsan Reza, Xishuang Dong, Lijun Qian”Robust Face MaskDetection using Deep Learning on IoT Devices”2018 International Conference on Design Innovations for 3Cs Compute Communicate Control [8]Davang Sikand, Jaya Krishna Raguru, Vijay Kumar Sharma”Alert Sys-tem for Face Mask Detection using CNN”2015 [9]Talha Ikram, Abdullah Saeed, NoorUl Ayn, Muhammad Ali Tahir, RafiaMumtaz”A review of the prevalent ICT techniques used for COVID-19 SOP violation detection, 2018 [10]J.L.Amritha Varshini, J.L.Amrita Sree, Aathira Dineshan, T Anjali, O.D. Jayakumar Abhilash Bharadwaj”Face mask detection and recog-nition using an IoT enabled PDMS-Ag e- skin sensor that works incontact and non-contact modes” 2019 4th International Conference on Computing , 2019.