scholarly journals An Integrated Approach for Monitoring Social Distancing and Face Mask Detection Using Stacked ResNet-50 and YOLOv5

Electronics ◽  
2021 ◽  
Vol 10 (23) ◽  
pp. 2996
Author(s):  
Inderpreet Singh Walia ◽  
Deepika Kumar ◽  
Kaushal Sharma ◽  
Jude D. Hemanth ◽  
Daniela Elena Popescu
Keyword(s):  
Social Distance ◽  
Surveillance System ◽  
Integrated Approach ◽  
Face Mask ◽  
Safety Measures ◽  
Social Distancing ◽  
The People ◽  
The World ◽  
Video Feed ◽  
Key Aspects

SARS-CoV-19 is one of the deadliest pandemics the world has witnessed, taking around 5,049,374 lives till now across worldwide and 459,873 in India. To limit its spread numerous countries have issued many safety measures. Though vaccines are available now, still face mask detection and maintain social distance are the key aspects to prevent from this pandemic. Therefore, authors have proposed a real-time surveillance system that would take the input video feed and check whether the people detected in the video are wearing a mask, this research further monitors the humans for social distancing norms. The proposed methodology involves taking input from a CCTV feed and detecting humans in the frame, using YOLOv5. These detected faces are then processed using Stacked ResNet-50 for classification whether the person is wearing a mask or not, meanwhile, DBSCAN has been used to detect proximities within the persons detected.

scholarly journals Social Distancing Detection Using Open CV and Yolo Object Detector

2021 ◽  
Vol 7 (01) ◽  
pp. 93-95
Author(s):  
Akanksha Shukla, IshaniGarkoti, Amisha Mittal Binit Choudhary and Dr. Preety Verma Dhaka
Keyword(s):  
Social Distance ◽  
Video Stream ◽  
Public Places ◽  
Social Distancing ◽  
Human Contact ◽  
The People ◽  
The Social ◽  
The World ◽  
Entire World

Lately, social distancing has become a trending term, more because of the COVID-19 pandemic that has affected the entire world causing more than 1 million deaths. The world we lived in a few months prior is completely different from what it is now.The lack of any antidotes and the absence of immunity, capable of fighting off the virus has made humans more undefended. Hence, Social Distancing is the only best option for us to protect ourselves from diseases, not limited to COVID-19, that may be transmitted through human contact. Social distancing is a technique that may be used to reduce the rate of new cases during a pandemic outbreak. This publication is focusing on surveillance of public places and detecting whether the people are maintaining social distancing or not. It explains the development of technology through the use of AI-based procedures to detect whether the social distancing norm is followed or not, in any public video stream. The software embedded can distinguish between a person maintaining social distance (marked green) and a person who is not (marked red) and will also keep a count of incidents where social distancing was not followed.

KEY ASPECTS OF TRANSFORMATION OF THE STATE AUTHORITIES IN THE WORLD AND TO THE MODERN SOVERUM UKRAINE: A JOINT AND PERSONALITY

2018 ◽  
Vol 1 (11) ◽  
pp. 164-174
Author(s):  
Оlena Fedorіvna Caracasidi
Keyword(s):  
Separation Of Powers ◽  
Human Life ◽  
State Power ◽  
The State ◽  
Public Power ◽  
The People ◽  
Large Numbers ◽  
The World ◽  
Distribution Of Power ◽  
Key Aspects

The article deals with the fundamental, inherent in most of the countries of the world transformation of state power, its formation, functioning and division between the main branches as a result of the decentralization of such power, its subsidiarity. Attention is drawn to the specifics of state power, its func- tional features in the conditions of sovereignty of the states, their interconnec- tion. It is emphasized that the nature of the state power is connected with the nature of the political system of the state, with the form of government and many other aspects of a fundamental nature.It is analyzed that in the middle of national states the questions of legitima- cy, sovereignty of transparency of state power, its formation are acutely raised. Concerning the practical functioning of state power, a deeper study now needs a problem of separation of powers and the distribution of power. The use of this principle, which ensures the real subsidiarity of the authorities, the formation of more effective, responsible democratic relations between state power and civil society, is the first priority of the transformation of state power in the conditions of modern transformations of countries and societies. It is substantiated that the research of these problems will open up much wider opportunities for the provi- sion of state power not as a center authority, but also as a leading political structure but as a power of the people and the community. In the context of global democratization processes, such processes are crucial for a more humanistic and civilized arrangement of human life. It is noted that local self-government, as a specific form of public power, is also characterized by an expressive feature of a special subject of power (territorial community) as a set of large numbers of people; joint communal property; tax system, etc.

scholarly journals Examining the interplay between face mask usage, asymptomatic transmission, and social distancing on the spread of COVID-19

2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Adam Catching ◽  
Sara Capponi ◽  
Ming Te Yeh ◽  
Simone Bianco ◽  
Raul Andino
Keyword(s):  
Social Distance ◽  
Large Fraction ◽  
Real Life ◽  
Virus Transmission ◽  
Face Mask ◽  
Social Distancing ◽  
Viral Spread ◽  
The Face ◽  
Asymptomatic Individuals ◽  
High Virus

AbstractCOVID-19’s high virus transmission rates have caused a pandemic that is exacerbated by the high rates of asymptomatic and presymptomatic infections. These factors suggest that face masks and social distance could be paramount in containing the pandemic. We examined the efficacy of each measure and the combination of both measures using an agent-based model within a closed space that approximated real-life interactions. By explicitly considering different fractions of asymptomatic individuals, as well as a realistic hypothesis of face masks protection during inhaling and exhaling, our simulations demonstrate that a synergistic use of face masks and social distancing is the most effective intervention to curb the infection spread. To control the pandemic, our models suggest that high adherence to social distance is necessary to curb the spread of the disease, and that wearing face masks provides optimal protection even if only a small portion of the population comply with social distance. Finally, the face mask effectiveness in curbing the viral spread is not reduced if a large fraction of population is asymptomatic. Our findings have important implications for policies that dictate the reopening of social gatherings.

Covid-19 and Older Adults: The Paradox of Control Measures

2021 ◽  
Vol 8 (3) ◽  
pp. 303-305
Author(s):  
Anthony Obinna Iwuagwu ◽  
Christopher Ndubuisi Ngwu
Keyword(s):  
Mental Health ◽  
Older Adults ◽  
Well Being ◽  
Face Mask ◽  
Control Measures ◽  
Infection Prevention And Control ◽  
Public Health Issue ◽  
Social Distancing ◽  
Main Challenge ◽  
The World

It is no longer news that Covid-19 pandemic has become a major public health issue around the world and affected day to day activities of public life. Medical experts around the world were overwhelmed by the Covid-19 virus outbreak and for a long time were unable to provide a vaccine or any pharmaceutical treatment. Countries were therefore forced to adopt unprecedented Infection Prevention and Control (IPC) measures to mitigate the spread and impact of the virus. These measures which are non-pharmacological includes, social distancing, social isolation, lockdown, constant washing of hands, wearing of face mask and protective gloves etc. However, these measures aimed at protecting the health care systems, have had some side effects on the health and well-being of older adults. In this letter, we have highlighted social distancing as the main challenge and a paradox for older peoples wellbeing during the Covid-19 pandemic outbreak. The merits of the IPC measures notwithstanding, its long and short term consequences for the mental health of older adults calls for concern. Among other recommendations, professionals of ageing and geriatrics are recommended to help set a balance in IPC measures and mental health of older people in this Covid-19 era.

scholarly journals Ultra-Sensor Based Social Distancing Device

2021 ◽  
pp. 237-241
Author(s):  
K. Harshita ◽  
R. Moni Pravallika ◽  
T. Lakshmi Prasanna ◽  
Sk. Nazma ◽  
S. Parvathi ◽  
...  
Keyword(s):  
Artificial Intelligence ◽  
World Health Organization ◽  
Social Distance ◽  
Outdoor Environment ◽  
World Health ◽  
Localization Method ◽  
Social Distancing ◽  
The Social ◽  
The World ◽  
Health Organization

According to the world health organization, social distancing will be proven to be the only solution to fight with COVID-19. In this, an innovative localization method was proposing to track humans ‘position in an outdoor environment based on sensors is proposed with the help of artificial intelligence, this device is handy to maintain a social distancing. Duringcovid-19pandemicsituation, there is a need of maintaining social distance. If any person is approaching us, getting indication to maintain social distance is the need of the hour. Offices, public transports, grocery shops where the social distancing is mandatory. Since we can be cautious in front sideways to maintain the distance sensors are used in this model to alert the person to maintain social distance.

scholarly journals Usability of Online Banking in India during Covid-19 Pandemic

2020 ◽  
Vol 10 (6) ◽  
pp. 69-72
Author(s):  
Mayank Jindal ◽  
Dr. Vijay Laxmi Sharma
Keyword(s):  
Social Distance ◽  
Close Contact ◽  
Online Banking ◽  
Cash Transfer ◽  
World Health ◽  
Modern Concept ◽  
The People ◽  
Wuhan Institute ◽  
The World ◽  
Health Organization

Covid-19 is a virus developed in 2019 from the corona family virus. It is spreading across the world since Dec 2019 by the close contact of an infected person or fomites of Covid-19. It developed naturally in Wuhan (An State of China) or possibly develop by China research center “Wuhan Institute of Virology”. It is spreading very fast across the world. World Health Organization and most countries including India it has declared a pandemic. People can protect themselves by this pandemic by maintaining social distance. But the basic need (Food and Medicine) is important for continuo their life and in it the transfer of money plays an important role. Online banking can make the transaction through an electronic basis without the exchange of any tangible commodity with maintaining social distance. Online banking is the modern concept of banking in which people can do some banking activities (like Transfer cash transfer and in the account, Check Bank Balance, Payment of Bills, Phone recharge and etc.) through using the Internet in their phone, computer. One of the most important features of online banking is that it can totally operate electronically basis without the exchange of any tangible commodity and it has made it an important tool to protect from the pandemic. The purpose of this study is to assess the contribution of online banking to stop the pandemic of Covid-19. A survey has been done to achieve the objectives of this paper. It is found that online banking playing an important role in the Covid 19 period to protect the people. People felt completely safe from the COVID 19 virus in the online payment of bills and recharge of prepaid mobiles and dish T.V.

scholarly journals Social distancing using IoT approach

2021 ◽  
Vol 8 (1) ◽  
Author(s):  
Mayuri Diwakar Kulkarni ◽  
Khalid Alfatmi ◽  
Nikhil Sunil Deshmukh
Keyword(s):  
World Health Organization ◽  
Target Object ◽  
World Health ◽  
Government Agencies ◽  
Technical Solution ◽  
Social Distancing ◽  
The People ◽  
The Social ◽  
The World ◽  
Health Organization

AbstractIn the coronavirus outbreak pandemic by COVID-19, the World Health Organization (WHO) has been issuing several guidelines through all government agencies. In line with those guidelines, social distancing in the population has been a major prevention practice, compelled by all government agencies worldwide. Despite strong recommendations to maintain at least one-and-a-half-meter distance between the persons, the guideline is not scrupulously followed. To overcome this situation, an IoT-based technical solution is proposed through this paper. PIR sensor is used for the detection of a target in the vicinity (1.5 m). Upon violation of social distancing norms, the system will trigger an audio alarm after the detection of the target object. The research paper model is prepared by considering the needs of the people. Many researchers are focusing on tracking affected persons, but few are focusing on the social distancing preventive. The suggested portable device will always notify the person who is violating the norm of 1.5 m. The proposed device will minimize the possibility of transmission and reduce the infection rate of COVID-19. The device uses a PIR sensor depending upon the applicability area of the human being.

scholarly journals Elaborasi Penggunaan Istilah Covid-19 Terhadap Pemahaman Masyarakat

2021 ◽  
Vol 21 (2) ◽  
pp. 87-91
Author(s):  
Sri - Widiastutik
Keyword(s):  
Search Engine ◽  
Qualitative Method ◽  
Social Distancing ◽  
The Public ◽  
The People ◽  
Observation Methods ◽  
The World ◽  
The Government ◽  
Google Search ◽  
Share Information

The COVID-19 pandemic that is threatening the world has caused anxiety for all parties, including the people in Denpasar City. Various attempts have been made to make the situation stable, one way is to share information within a positive elaboration terminology. The information is certainly delivered by foreign words that are currently so prevalent, and appears in one click through the Google search engine. In order to convey the intent and meaning that can be properly channeled to all levels of society, Policies related to handling the COVID-19 pandemic through the elaboration of several foreign terms such as lockdown, swab test, social distancing, etc. are required. This study aimed to find out how the foreign words can be well accepted by the community without risking the existence of Indonesian language. As a descriptive qualitative method, the main data is Covid terms that are informed to the public in Denpasar are collected using a polling technique through randomly distributing questionnaires and simulation. Finding data was used survey & observation methods, as well as documentation. It is hoped public can understand and implement the appeal as expected by the government, without reducing the existence of good and correct Indonesian.Keywords: elaboration, foreign words, covid term

scholarly journals Automatic Facial Mask Rule Violation Detection using Keras & Tensorflow to Limit COVID-19

2022 ◽  
Vol 10 (12) ◽  
pp. 385-393
Author(s):  
Eayan Francis
Keyword(s):  
Hybrid Technique ◽  
Rule Violation ◽  
Public Places ◽  
Facial Mask ◽  
Social Distancing ◽  
The People ◽  
The World ◽  
Neural Network Classifiers ◽  
High Level ◽  
Cctv Camera

Abstract: COVID-19 is a pandemic disease that spread by itself coming in the contact of people. It was initially started from China and now it has been spread all over the world and many casualties have been occurred. Social distancing commonly known as physical distancing is a non-pharmaceutical approach through which it can be reduced. But social distancing only works when people started wearing mask because it can spread by sneezing even having distance among people. So wearing mask is mandatory to stop spreading this virus at its possible extent. In this paper, it has been intended to identify the people who are wearing mask or not. By the help of CCTV camera it can be recognized at the entrance of various public places such as mall, airport, railway station, mart and many more. If facial mask can be recognized effectively with high level of accuracy then it can become mandatory for people who are violating the rules. The proposed system uses Keras and Tensorflow model for identifying whether people are following the rule or not. Tensorflow is a deep learning methodology through which facial mask can be detected with all kind of situations. Proposed system is able to classify whether a person wear a mask or not, it is also able to identify whether people incorrectly wearing mask i.e. partial wearing. It is mandatory to identify whether people are properly using the mask or not. System identify this kind of situation and classified them accordingly. System uses hybrid technique by combining two algorithms i.e. keras and tensorflow. By combining both the systems it can be identified more precisely to identify the rule violations. Keywords: COVID-19, Facial Mask, Convolutional Neural Network, Classifiers, Machine Learning, Image Processing, Pattern Recognition.

Coronavirus (Covid-19) and employee health

Coronaviruses ◽  
2020 ◽  
Vol 01 ◽  
Author(s):  
Ali Mehrabi Tavana ◽  
Mohamadkarim Bahadori
Keyword(s):  
Private Sector ◽  
Social Distance ◽  
Employee Health ◽  
Social Distancing ◽  
The World ◽  
Safe Vaccine ◽  
Health Standards ◽  
High Level ◽  
The Impact

Background:: The coronavirus, which is now spreading around the world as a pandemic, has caused more than 30 million cases and nearly 1000,000 deaths worldwide. No vaccine has been used against the virus so far and there are no specific drugs to cure the patients. This paper examines the impact of coronavirus COVID-19 pandemic on employees’ health, either in governmental or private sector. The aim of this study was to protect staffs against disease in pandemic conditions by identifying the main ways to keep employee healthy during COVID-19 pandemic in different scenarios. Methods:: This paper is a perspective article and different scenario were assessed in order for consideration of employee health. Results:: Two scenarios could be considered first, when, the vaccine against Covid-19 is not available for prevention and the second scenario is that the vaccine is available for all in the world. In both cases, maintaining the health of the staff will be different. If the coronavirus disease will continue to occur in humans as long as access to a safe vaccine is not possible, emphasis on health standards, social distance and wearing the mask is the only way to deal with this dangerous disease. Even, with preparation of vaccine the health standards, social distancing, and wearing of mask must be continued in any situations. Conclusion:: The high level of health for employee must be considered by governments in different scenarios.

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