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 Conference Papers Conference Paper Faculty Publications- Conference Papers 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 Development of Enhance-Net Deep Learning Approach for Performance Boosting on Medical Images Subject The topic of the resource Dataset; Deep learning; Enhance- net; Medical image Description An account of the resource Only a few clinical procedures include the use of clinical methods for the early detection, observing, evaluation, and treatment evaluation of a range of medical illnesses. Knowing the analysis of medical images in computer vision necessitates being acquainted with the core concepts and uses of deep learning and artificial neural networks. The A rapidly expanding area of study is the Deep Learning Approach (DLA) in medical image processing. DLA is often used in medical imaging to determine if an ailment is present or not. By producing speedier, more accurate results in real time, deep learning algorithms may make the jobs of radiologists and orthopaedic surgeons easier. But the standard deep learning approach has reached its efficiencies. While offering an ideal solution known as boost-Net, we study numerous optimization strategies to increase the effectiveness of deep neural networks in this research. From a selection of well-known deep learning models, Champion-Net was selected as the deep learning model. The musculoskeletal radiograph-bone classification (MURA-BC) dataset is used in this investigation. Utilizing the train and test datasets, Enhance-Net's classification precision was evaluated. The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025. Creator An entity primarily responsible for making the resource Manoharan G.; Solanke D.R.; Acharjee P.B.; Nayak C.K.; Sharma M.K.; Sahu D.N. Source A related resource from which the described resource is derived Lecture Notes in Electrical Engineering, Vol-1273 LNEE, pp. 420-428. Publisher An entity responsible for making the resource available Springer Science and Business Media Deutschland GmbH Date A point or period of time associated with an event in the lifecycle of the resource 2025-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-981-97-8031-0_44" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-97-8031-0_44</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85206810101&amp;doi=10.1007%2F978-981-97-8031-0_44&amp;partnerID=40&amp;md5=b9012ef46a39494ebba80f53b7026711" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85206810101&amp;doi=10.1007%2f978-981-97-8031-0_44&amp;partnerID=40&amp;md5=b9012ef46a39494ebba80f53b7026711</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 18761100; ISBN: 978-981978030-3 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 Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Manoharan G., School of Business, SR University, Telangana, Warangal, India; Solanke D.R., Department of Applied Electronics, SGB Amravati University, Maharashtra, Amravati, 444602, India; Acharjee P.B., CHRIST University, Pune, India; Nayak C.K., Faculty of Emerging Technologies, Sri Sri University, Odisha, Cuttack, India; Sharma M.K., Rungta College of Pharmaceutical Sciences and Research, Chhattisgarh, Bhilai, 490024, India; Sahu D.N., Department of MCA, Gangadhar Meher University, Odisha, Sambalpur, India