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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.
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