International Scientific Journal of Engineering and Management

An International Scholarly || Multidisciplinary || Open Access || Indexing in all major Database & Metadata
ISSN: 2583-6129

Impact Factor: 5.081

COVID-19 PREDICTION USING DENSENET-121

  • Version
  • Download 6
  • File Size 649.25 KB
  • File Count 1
  • Create Date 7 June 2023
  • Last Updated 7 June 2023

COVID-19 PREDICTION USING DENSENET-121

Harish Raj M, Harish Raja R, Arjun Ramesh R, Dr. K. Meenakshi

IStudent (B.Tech), SRM Institute of Science and Technology  Asst. Professor, SRM Institute of Science and Technology

 

 

Abstract
Coronavirus 2019, also known as COVID-19, has recently had a negative influence on public health and human lives. Since the Second World War, this disastrous effect has changed human experience by bringing about a health crisis that is unpredictable and exponentially more harmful (Kursumovic et al. in Anaesthesia 75: 989-992, 2020). The global catastrophe is a serious pandemic because to COVID19's highly contagious qualities within human groups. Early and reliable detection of the virus can be a promising method for tracking and preventing the infection from spreading (for example, by isolating the patients) due to the lack of a COVID-19 vaccine to control rather than cure the illness. This issue points to the need to improve the COVID-19 auxiliary detection method. Due of its anticipated availability, computed tomography (CT) imaging is a commonly used technology for pneumonia. The examination of photos helped by artificial intelligence may be a promising approach for finding COVID-19. In this study, convolutional neural networks (CNN) are used to provide a potential technique for predicting COVID-19 patients from the CT scan. The innovative method for forecasting COVID-19 is based on the most current modification to CNN architecture (DenseNet-121). The results exceeded 92% accuracy, and a 95% recall rate indicated that the prediction of COVID-19 performed as expected.

 

Keywords

DENSENET-121


Download

Author's Blog

What is the difference between a Research Paper and a Review Paper?

A research paper and a review paper are both scholarly documents, but they serve different purposes and have different characteristics.research...
Read More
Author's Blog

What is DOI?

A Digital Object Identifier (DOI) is a unique alphanumeric string that is used to identify and provide a persistent link...
Read More
Author's Blog

What do you need to do during production of your Research Paper?

During the production of a research paper, the following steps need to be taken: conducting research, organizing and analyzing data,...
Read More
Author's Blog

What are the advantages of publishing a research paper?

Publishing a research paper can have many advantages for researchers, including: Career advancement, professional recognition, opportunities for collaboration, increased visibility,...
Read More
Author's Blog

Ways to Support your Academic Wellbeing which preparing the Research Paper/Article

To support your academic wellbeing while publishing a research paper, it's important to set realistic goals, manage your time effectively,...
Read More
Author's Blog

How to improve your Research Paper writing Skills?

Read extensively: One of the best ways to improve your research paper skills is to read extensively in your field...
Read More
Author's Blog

Is DOI compulsory to publish a research paper in a Journal?

DOI is not strictly required to publish a research paper, but it is highly recommended. Basically, the International Scientific Journal...
Read More
Author's Blog

In what ways does research paper give weight to career development?

Publishing a research paper can give weight to a researcher's career development in several ways, such as: establishing oneself as...
Read More
Author's Blog

How to develop a Research Paper from Scratch

Developing a research paper involves several steps including: choosing a topic, conducting background research, formulating a research question or hypothesis,...
Read More
Author's Blog

How Plagiarism report plays crucial role in Research Paper Publication?

Plagiarism is a major concern in the academic and research community, as it undermines the integrity of the research and...
Read More