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 Design and optimization of three class object detection modalities for manufacturing steel surface fault diagnosis and dimensionality classification Subject The topic of the resource Dimensionality classification; Fault diagnosis; Modalities; Object detection; Optimization; Steel surface Description An account of the resource The main objective of this research is to create and improve three different object identification techniques for identifying surface flaws and categorising dimensions in steel that has been fabricated. RetinaNet, YOLOv3, and Faster R-CNN are the selected modalities in the experiment. The main goal is to evaluate these modalities' ability to detect and classify defects on steel surfaces in terms of accuracy, precision, recall, and F1 score. This assessment makes use of a varied collection of steel surface photos that show different kinds and sizes of faults. Training, validation, and testing sets make up the dataset's partitioning. The training set is used to train and optimise the three modalities, while the testing and validation sets are used to evaluate their performance. According to the study's findings, all three methods provide excellent of 0.92. RetinaNet comes in second with an F1 score of 0.89, followed by YOLOv3 with an F1 score of 0.87, while the Faster R-CNN modality obtains the greatest overall performance with an F1 score. The Author(s) under exclusive licence to The Society for Reliability Engineering, Quality and Operations Management (SREQOM), India and The Division of Operation and Maintenance, Lulea University of Technology, Sweden 2024. Creator An entity primarily responsible for making the resource Sinha A.; Sharma V.; Alkhayyat A.; Suman; Kumar B.; Singh N.; Singh A.K.; Pandey S. Source A related resource from which the described resource is derived International Journal of System Assurance Engineering and Management, Vol-15, No. 10, pp. 4947-4965. Publisher An entity responsible for making the resource available Springer Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/s13198-024-02503-8" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/s13198-024-02503-8</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85203996471&amp;doi=10.1007%2Fs13198-024-02503-8&amp;partnerID=40&amp;md5=7a1401deefedc283e7804915d2ef92a1" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85203996471&amp;doi=10.1007%2fs13198-024-02503-8&amp;partnerID=40&amp;md5=7a1401deefedc283e7804915d2ef92a1</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 9756809 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 Sinha A., Computer Science Department, ICFAI Tech School, ICFAI University, Jharkhand, Ranchi, 835222, India; Sharma V., Computer Science Department, Christ University, Bengaluru, 560029, India; Alkhayyat A., College of Technical Engineering, The Islamic University, Najaf, Iraq; Suman, Department of Computer Science, Jagan Institute of Management Studies, Rohini, Delhi, 110085, India; Kumar B., Department of Computer Science and Engineering, Amity University Jharkhand, Jharkhand, Ranchi, 834002, India; Singh N., Department of Information Technology, Bharati Vidyapeeths College of Engineering, Paschim Vihar, Delhi, New Delhi, 110063, India; Singh A.K., Department of Production and Industrial Engineering, Birla Institute of Technology, Mesra, Ranchi, 835215, India; Pandey S., Marwadi University Research Center, Faculty of Management Studies, Marwadi University, Gujarat, Rajkot, 360003, India