Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Articles Article Faculty Publications -Articles Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource A hybrid approach for COVID-19 detection using biogeography-based optimization and deep learning Subject The topic of the resource Biogeography-based optimization; Computer vision; Convolutional neural network; Covid-19; Deep learning Description An account of the resource The COVID-19 pandemic has created a major challenge for countries all over the world and has placed tremendous pressure on their public health care services. An early diagnosis of COVID-19 may reduce the impact of the coronavirus. To achieve this objective, modern computation methods, such as deep learning, may be applied. In this study, a computational model involving deep learning and biogeography-based optimization (BBO) for early detection and management of COVID-19 is introduced. Specifically, BBO is used for the layer selection process in the proposed convolutional neural network (CNN). The computational model accepts images, such as CT scans, X-rays, positron emission tomography, lung ultrasound, and magnetic resonance imaging, as inputs. In the comparative analysis, the proposed deep learning model CNN is compared with other existing models, namely, VGG16, InceptionV3, ResNet50, and MobileNet. In the fitness function formation, classification accuracy is considered to enhance the prediction capability of the proposed model. Experimental results demonstrate that the proposed model outperforms InceptionV3 and ResNet50. 2022 Tech Science Press. All rights reserved. Creator An entity primarily responsible for making the resource Venkatachalam K.; Siuly S.; Kumar M.V.; Lalwani P.; Mishra M.K.; Kabir E. Source A related resource from which the described resource is derived Computers, Materials and Continua, Vol-70, No. 2, pp. 3717-3732. Publisher An entity responsible for making the resource available Tech Science Press Date A point or period of time associated with an event in the lifecycle of the resource 2022-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.32604/cmc.2022.018487" target="_blank" rel="noreferrer noopener">https://doi.org/10.32604/cmc.2022.018487</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85116045275&amp;doi=10.32604%2Fcmc.2022.018487&amp;partnerID=40&amp;md5=5bf42d5fc64ec7b70c00e5b133dfb44a" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85116045275&amp;doi=10.32604%2fcmc.2022.018487&amp;partnerID=40&amp;md5=5bf42d5fc64ec7b70c00e5b133dfb44a</a> Rights Information about rights held in and over the resource All Open Access; Gold Open Access; Green Open Access Relation A related resource ISSN: 15462218 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Venkatachalam K., Department of Computer Science and Engineering, CHRIST (Deemed to be University), Bangalore, 560074, India; Siuly S., Institute for Sustainable Industries and Liveable Cities, Victoria University, Melbourne, 14428, Australia; Kumar M.V., Department of Computer Science and Engineering, Anna University, University College of Engineering, Dindigul, 624622, India; Lalwani P., Department of Computer Science and Engineering, CHRIST (Deemed to be University), Bangalore, 560074, India; Mishra M.K., Department of Computer Science and Engineering, CHRIST (Deemed to be University), Bangalore, 560074, India; Kabir E., School of Sciences, University of Southern Queensland, Darling Heights, Toowoomba, 4350, Australia