logo
ResearchBunny Logo
Artificial intelligence enabled COVID-19 detection: techniques, challenges and use cases

Computer Science

Artificial intelligence enabled COVID-19 detection: techniques, challenges and use cases

M. Panjeta, A. Reddy, et al.

Explore the fascinating world of AI-based methods for COVID-19 detection, as reviewed by Manisha Panjeta, Aryan Reddy, Rushabh Shah, and Jash Shah. This paper highlights various machine learning and deep learning techniques, their efficiency, and future research directions to overcome current challenges in diagnostic tools.... show more
Abstract
Deep Learning and Machine Learning are becoming more and more popular as their algorithms get progressively better, and their use is expected to have the large effect on improving the health care system. Also, the pandemic was a chance to show how adding AI to healthcare infrastructure could help, since infrastructures around the world are overworked and falling apart. These new technologies can be used to fight COVID-19 because they are flexible and can be changed. Based on these facts, we looked at how the ML and DL-based models can be used to deal with the COVID-19 pandemic problem and what the pros and cons of each are. This paper gives a full look at the different ways to find COVID-19. We looked at the COVID-19 issues in a systematic way and then rated the methods and techniques for finding it based on their availability, ease of use, accuracy, and cost. We have also shown in pictures how well each of the detection techniques works. We did a comparison of different detection models based on the above factors. This helps researchers understand the different methods and the pros and cons of using them as the basis for their research. In the last part, we talk about the open challenges and research questions that come with putting these techniques together with other detection methods.
Publisher
Multimedia Tools and Applications
Published On
Mar 30, 2023
Authors
Manisha Panjeta, Aryan Reddy, Rushabh Shah, Jash Shah
Tags
artificial intelligence
COVID-19 detection
machine learning
deep learning
diagnostic tools
analysis
research directions
Listen, Learn & Level Up
Over 10,000 hours of research content in 25+ fields, available in 12+ languages.
No more digging through PDFs, just hit play and absorb the world's latest research in your language, on your time.
listen to research audio papers with researchbunny