Mask detection as Covid combat using Transfer learning and Haar Cascade

Author(s):  
Chintan Patel

Abstract: The World is going through a pandemic due to the rapid transmission of COVID-19. According to the several guidelines issued by WHO (World Health Organization), wearing a mask is the most effective preventive measure in public/crowded places. We hope for the future social health and safety of the people around the world with this project. To detect the people who are not following the COVID-19 guidelines in public/crowded areas a convolutional neural network under the framework of the TensorFlow VGG-19 algorithm is proposed which has trained and tested a collection of more than 1350 images. One flat layer and two FC layers with reduced parameters are optimized from three FC layers. The 2-label softmax classifier replaced the softmax classification layer of the original model. Our experimental results show a training accuracy of 99.73% and an accuracy of 98.78% during testing. Keywords: Transfer learning, covid19, mask detection, artificial intelligence, coronavirus

2020 ◽  
Vol 11 (SPL1) ◽  
pp. 748-752
Author(s):  
Swapnali Khabade ◽  
Bharat Rathi ◽  
Renu Rathi

A novel, severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), causes severe acute respiratory syndrome and spread globally from Wuhan, China. In March 2020 the World Health Organization declared the SARS-Cov-2 virus as a COVID- 19, a global pandemic. This pandemic happened to be followed by some restrictions, and specially lockdown playing the leading role for the people to get disassociated with their personal and social schedules. And now the food is the most necessary thing to take care of. It seems the new challenge for the individual is self-isolation to maintain themselves on the health basis and fight against the pandemic situation by boosting their immunity. Food organised by proper diet may maintain the physical and mental health of the individual. Ayurveda aims to promote and preserve the health, strength and the longevity of the healthy person and to cure the disease by properly channelling with and without Ahara. In Ayurveda, diet (Ahara) is considered as one of the critical pillars of life, and Langhana plays an important role too. This article will review the relevance of dietetic approach described in Ayurveda with and without food (Asthavidhi visheshaytana & Lanhgan) during COVID-19 like a pandemic.


2020 ◽  
Author(s):  
Jeya Sutha M

UNSTRUCTURED COVID-19, the disease caused by a novel severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), is a highly contagious disease. On January 30, 2020 the World Health Organization declared the outbreak as a Public Health Emergency of International Concern. As of July 25, 2020; 15,947,292 laboratory-confirmed and 642,814 deaths have been reported globally. India has reported 1,338,928 confirmed cases and 31,412 deaths till date. This paper presents different aspects of COVID-19, visualization of the spread of infection and presents the ARIMA model for forecasting the status of COVID-19 death cases in the next 50 days in order to take necessary precaution by the Government to save the people.


2020 ◽  
Vol S.I. (1) ◽  
pp. 60-66
Author(s):  
Alexandru Trifu ◽  

In this study we are dealing with a new aspect of the problem in discussion that is the pursuing of Happiness, supported by institutions and regulations in the domain, but in moments of disturbances, in moments of crisis. We need to have goals, actions to be accomplished, in order to achieve the desired state of satisfaction or Happiness that anyone can have. We are in the presence of a double determination: the first one is represented by the material, especially money background, influencing the life and activities of households and entities and, the second one is represented by the reverse action that is of Happiness affecting the management and the activities of individuals, households and firms/organizations. The survey of the literature in the field, data from the World Health Organization, from the national authorities, analyses of the specialists in healthcare and economics, reports of the people in difficult health and economic situations are used in order to be able to synthesize the situation at this moment and possible forecasts regarding medical healing and economic recovery of the countries. Nothing is hard to manage, if you have knowledge, required abilities/skills to anticipate challenges or to make fast and right decisions, altogether at Micro and Macro-levels, in the benefit of all parts involved in. The huge interest is to reestablish the economies, mental health of people, i.e. the elements of a functional economic infrastructure.


Indian pharmaceutical industry (IPI) has traversed through many phases and it is in emerging phase now (2019). IPI is looking for innovation, creativity, newness in patient connect to perform different activities to achieve their stated goals. According to a recent World Health Organization report, approximately 50% of the people with chronic illness do not take their medication as prescribed [1]. Medication NonAdherence is a huge problem across the world. Pharmaceutical companies across the world manufacture medicines with set of standard operating procedures, guidelines, quality execution systems, inspection and verification from quality control and quality assurance activities. The very intention of producing medicines is to sell them to the patients who are in need. The last thing Pharmaceutical companies expects from Health Care Professional (HCP) is to write the prescription and patient carrying it to Pharmacy to buy the medicine. The medicines for chronic illness are expensive in general. Despite having the prescriptions for medicines, there are plethora of reasons for Patient not to buy them. One of the most remarkable reason is – ‘the medicine costs are exorbitant’. If the medicines are not taken in case of the chronic illness, the patient’s quality of life degrades over a period of time, eventually resulting to fatality. This is a known concern to Pharmaceutical companies and new methods are invented to address the need for supporting the Patient at difficult times. This paper made an attempt to introduce predictive analytics based financial assistance model for chronic care patients in India.


2017 ◽  
Vol 20 (4) ◽  
pp. 453-469
Author(s):  
Tiamo Katsonga-Phiri ◽  
Kathryn E. Grant ◽  
Molly Brown

Sub-Saharan Africa is a part of the world that is highly affected by a large number of atrocities, causing a myriad of financial, physical health, and mental health consequences. Yet, unfortunately, according to the World Health Organization (WHO), this is also the part of the world that is least served by mental health services. In response, the WHO has created mandates to increase mental health resources and capacity in all countries. Researchers have taken on the work of introducing and adapting treatments in various sub-Saharan African countries with an aim to create sustainable, evidence-based treatment in a part of the world with high need. The current qualitative systematic review of the literature examines 20 articles that report on research conducted in sub-Saharan African countries with children who have suffered different types of traumas. This review answers questions concerning the types of treatments used, the people administering the treatments, the measures they take to adapt these treatments, and the types of outcomes that are seen. Overall, the majority of treatments being used are shown to be effective with the associated populations.


2020 ◽  
Vol 30 (Supplement_5) ◽  
Author(s):  
G Marchetti ◽  
M Simonelli ◽  
M G Dente ◽  
M Marceca ◽  
S Declich

Abstract Background The Universal Health Coverage (UHC) proposes that an ideal health system must be able to extend the health coverage to the whole population (universality), to guarantee all the necessary services (globality) and to do it without additional direct costs for the people (free of charge). The achievement of the UHC represents the target 3.8 of the Sustainable Developed Goals. The World Health Organization and the World Bank have developed an index to monitor the UHC (an algorithm that contains 16 indicators of essential health services), while for financial protection they rely on the incidence of catastrophic expenditure on health (percentage of families in which the living expenses for health without reimbursement exceed the10% of consumption). Objectives To strengthen the Italian operators' knowledge about the accessibility to health services in Italy and in countries around the world utilizing the UHC index and the incidence of catastrophic expenditure. Results The National Center for Global Health of the Italian National Institute of Health (ISS) collected the documents and the data already produced and validated by the international scientific community. ISS in collaboration with the Department of Public Health and Infectious Disease of Sapienza University of Rome developed a workshop training program to bring the UHC concepts at national level in a simplified manner. This was developed in order to encourage a reflection and to strengthen the understanding of the complexity of the UHC. The framework and the program of the workshop will be presented during the conference. Conclusions Studying the UHC means focusing on the inequalities in health care. To increase the sensibility of professionals may be a resource to promote the health coverage for all in the national territory. Key messages Encouraging the discussion between professionals is possible to understand the complexity of the UHC. The achievement of the UHC may happen only through the improving of the knowledge about it.


2020 ◽  
Vol 10 (6) ◽  
pp. 69-72
Author(s):  
Mayank Jindal ◽  
Dr. Vijay Laxmi Sharma

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.


Author(s):  
Mayuri Diwakar Kulkarni ◽  
Khalid Alfatmi ◽  
Nikhil Sunil Deshmukh

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.


2021 ◽  
pp. 1263
Author(s):  
Stephanie PD ◽  
Enjelina S ◽  
Angelica MF ◽  
Imelda Martinelli

The World Health Organization (WHO) defines the 2019-nCoV type of corona virus as a pandemic of a new type of disease spread throughout the world, this is not only a public health case, but will touch every sector. The COVID-19 (cov-19) pandemic has resulted in an emergency for the healthy condition of the Indonesian people, so President Joko Widodo has issued Presidential Decree No. 11/2020. In "procuring vaccines and implementing vaccinations for the prevention of the COVID-19 pandemic" President Joko Widodo stipulates Presidential Decree No. 14/2021. In choosing health facilities and infrastructure independently & responsibly, every human being has the right to choose according to his wishes, due to the pandemic conditions that concern the interests of the people and the state, so giving vaccinations is actually voluntary because emergency conditions can be forced. Although there is already a legal umbrella for Law No. 4/1984: "Infectious Disease Outbreaks" and Law No. 6/2018: "Health Quarantine", many in the field agree and vice versa on the implementation of vaccination in the community. The purpose of the study is to understand the nature of the administration of the corona vaccine according to the laws and regulations adopted and the factors that occur in society. Using a normative method with a qualitative approach. Giving vaccines to the community is forced. limited availability of vaccines; there are those who support there are those who are antipathy from the community regarding the implementation of vaccination; uneven distribution. The reason for the community's refusal to receive the Covid-19 vaccine is due to different trusts, this is supported by the lack of communication channels as well as the delivery of information that is not well targeted, the data on the type of vaccine is limited in information, the availability of the Covid-19 vaccine, as well as safe conditions. The government should fully support the Nusantara vaccine and the Merah Putih vaccine developed by Indonesian researchers. World Health Organizatioan (WHO) mendefinisikan Virus corona jenis Virus 2019-nCoV sebagai pandemi jenis penyebaran penyakit baru keseluruh dunia, hal ini bukan hanya kasus kesehatan masyarakat, tapi akan menyentuh setiap sektor. Pandemi covid-19(cov-19) mengakibatkan kedaruratan kondisi sehat khalayak Indonesia, sehingga Presiden Joko Widodo menetapkan KeppresNo.11/2020. Dalam “pengadaan vaksin dan pelaksanaan vaksinasi untuk penanggulangan pandemi covid-19” Presiden Joko widodo menetapkan Perpres No.14/2021. Dalam memilih sarana juga prasarana kesehatan secara mandiri & bertangggungjawab tiap manusia punya hak memilih sesuai dengan keinginannya, berhubung kondisi pandemi yang menyangkut kepentingan rakyat dan negara lebih diutamakan, jadi pemberian vaksinasi yang sebenaranya bersifat volunteer karena kondisi darurat bisa bersifat dipaksakan. Meskipun sudah ada payung hukum UU No.4/1984:”Wabah Penyakit Menular” serta UU No.6/2018:“Kekarantinaan Kesehatan”, tapi dilapangan banyak yang setuju dan sebaliknya pada pelaksanaan vaksinasi dimasyarakat. Tujuan penelitian untuk memahami sifat dari pemberian vaksin corona menurut peraturan perundangan yang dianut dan faktor- faktor yang terjadi di masyarakat.  Memakai metode normatif dengan pendekatan kualitatif. Pemberian vaksin kepada masyarakat bersifat memaksa. keterbatasan ketersedian vaksin; ada yang mendukung ada yang antipati dari masyarakat terkait pelaksanaan vaksinasi; penyaluran yang tidak merata. Alasan penolakan masyarakat dalam menerima vaksin Covid-19 dikarenakan adanya trust yang berbeda,  hal ini didukung kurangnya alur komunikasi juga cara penyampaian informasi yang kurang tepat sasaran, data jenis vaksin terbatas informasinya, ketersediaan vaksinCov-19, juga syarat aman. Pemerintah selayaknya mendukung penuh vaksin Nusantara dan vaksin Merah Putih  yang dikembangkan para peneliti Indonesia.


Author(s):  
Amara Saad Chandoul, Widad Ali Zughir

In this paper, the researcher stresses that the crisis of Corona, which the world has gone through and is still primarily a crisis of awareness in providing priorities. This predicts the emergence of serious economic and social problems that may afflict existing societies and systems, or arrange them in a worse way, as the foundations of justice in the world are broken. The researcher notes that the world around the pandemic is divided into three parts : The first part, whoever claims to be a true pandemic is a caution, and they are in two directions : The first one is for whoever thinks that the pandemic is natural and requires cooperation in finding a solution and complying with the provisions of the World Health Organization. The second concern whoever goes on to say that the pandemic is an effective act, and he has all the information about it and has to disclose and stop spreading it to protect humanity. The second part cover people who deny the seriousness of the pandemic and that it is just a conspiracy in preparation for the adoption of a new political system that rules the world, increases the servitude of the people and oppresses the poor, and they are in two directions: The first one, concern people who deny the existence of such a virus in the first place. The second, includes who acknowledges his existence and excludes his danger. The third part, is the part of persons holding that the existence of a pandemic or does not matter as much as it matters how to deal with it and with similar counterparts that are not literally dangerous to it, and the originality of their duty is to seek the assistance of the qualified and specialized, to provide the most important on the important and to present alternatives that prove sustainability as possible and possible. This is because the boasting of building hospitals in a short period was not accompanied by building laboratories to eradicate such a scourge and others that we live in and may be experienced by humanity in the future. The research concluded that it is necessary to not look into the existence or absence of the pandemic, but rather to look at how to deal with it and overcome it and its counterparts, without stopping people's lives or political exploitation of the crisis. It deals also to be careful in order that fear does not dominate us at the point of illusion, and to look with insight into what can carry conspiracy. The researcher adopted the inductive approach, by tracking people's opinions about COVID-19. The research also dealt with the descriptive approach, in presenting these opinions, in analyzing and clarifying their evidence, clarifying what is in, and discussing it.


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