Evaluating Median Accuracy of ResNet50 and VGG16 Models in COVID-19 Detection
Journal Title: International Journal of Innovative Research in Computer Science and Technology - Year 2023, Vol 11, Issue 6
Abstract
The increasing number of Covid-19 cases and the lack of reliable, quick-to-use testing tools herald a new era in X-ray analysis employing deep learning methods. The Covid-19 virus's emergence poses a threat to human existence. Therefore, it will take time to develop a quick and accurate method of identifying the Covid-19 virus in patients. The reference method is the conventional RT-PCR technique. The goal of this research is to create an automated system that uses CNN models such as Resnet50, VGG16, and Grad-CAM to analyze X-ray images in order to provide a reliable and effective method of diagnosing Covid-19 infection. The created models use image processing techniques to pre-process the X-ray picture. Afterwards, deep learning is used to classify the images after they have been segmented and transformed. The CNN model that is being used provides strong classification accuracy and shows the location in the lung where the disease is attacked, even for a normal person, we can anticipate the likelihood of where the COVID may affect them. Our model utilizes a convolution neural network that is trained on the standard COVID-19 Radiography Dataset.
Authors and Affiliations
Mallisetty Siva Mahesh, Kattamuri B N Ayyappa, Maddela Murali, Mididoddi Surendra Babu, and Nagababu Pachhala
Keywords
Related Articles
- EP ID EP745044
- DOI 10.55524/ijircst.2023.11.6.2
- Views 45
- Downloads 0
Automation of Electroplating Technique Using P.L.C.
Electroplating technique is widely utilized in various industries for the purpose of coating metal objects with a thin layer of a different metal’s. The layer of metal deposited has some desired property, which the metal...
Security in Smart Home Development: A Review
A clever home or structure is a modern house or construction with special organized wiring that enables residents to control or program a variety of automatic household electrical devices remotely with a single order. Tr...
Crypto Currency Price Prediction with Machine Learning Using Python
We use and study a wide range of machine learning methods to predict and trade in the daily crypto currency market. We teach the algorithms to make daily market predictions based on how the 100 cryptocurrencies with the...
Comparative Study on Layout and Drawable Resource Behavior in Android for Supporting Multi Screen
this paper on Android deals with multi layout supports on various size of Android device. While writing an Android application developer should consider various size and type of device. So this paper on Android deals wit...
Effect of Fly Ash and Rice Husk Ash on the Properties of Burnt Clay Bricks
This study involves the experimental investigation of effect of fly ash and rice husk ash on the properties of burnt clay bricks. Determine the properties of the bricks casted with varying proportions of admixtures is ta...