{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,30]],"date-time":"2025-07-30T14:10:03Z","timestamp":1753884603333,"version":"3.41.2"},"reference-count":29,"publisher":"World Scientific Pub Co Pte Ltd","issue":"Supp05","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J. Inter. Net."],"published-print":{"date-parts":[[2022,7]]},"abstract":"<jats:p>Nowadays, it is essential to capture and evaluate student action in the physical education classroom to assess their behavior. Every student\u2019s performance is unique in physical activity. Every time, the staff or trainer cannot watch and evaluate the students individually. At the university level, the use of classroom capture systems is becoming more widespread. However, due to technology\u2019s recent growth and application, the research on classroom capture systems\u2019 efficacy in university classrooms has been minimal. This paper is proposed for the student action capture and evaluation system. Image preprocessing is the process of preparing pictures for use in model training and inference. This covers resizing, orienting, and color adjustments, among other things. As a result, a change that can be an augmentation in certain cases can\u00a0be better served as a pretreatment step in others. The DL-IF uses cloud technology for data storage and evaluation. DL-IF uses the imaging technology to monitor students\u2019 actions and responses in the classroom. The image data are evaluated based on the trained set of data provided in DL-IF\u2019s Artificial Neural Network (ANN). The evaluation of unique individuality in every student\u2019s performance is reported to the respective trainer. The simulation analysis of the proposed method DL-IF proves that it can monitor, capture and evaluate every student\u2019s action in all physical activity classrooms. Hence, it proved that this framework could work with high accuracy and minimized mean square error rate.<\/jats:p>","DOI":"10.1142\/s0219265921470290","type":"journal-article","created":{"date-parts":[[2022,10,20]],"date-time":"2022-10-20T06:53:46Z","timestamp":1666248826000},"source":"Crossref","is-referenced-by-count":0,"title":["The Capture and Evaluation System of Student Actions in Physical Education Classroom Based on Deep Learning"],"prefix":"10.1142","volume":"22","author":[{"given":"Guiyun","family":"Liu","sequence":"first","affiliation":[{"name":"Sport College, Jianghan University, Wuhan 430056, Hubei, P. R. China"}]},{"given":"Rub\u00e9n Gonz\u00e1lez","family":"Crespo","sequence":"additional","affiliation":[{"name":"Computer Science Department, School of Engineering and Technology, Universidad Internacional de La Rioja, Spain"}]},{"given":"Adhiyaman","family":"Manickam","sequence":"additional","affiliation":[{"name":"Research Institute for Future Media Computing, College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, P. R. China"}]}],"member":"219","published-online":{"date-parts":[[2022,9,20]]},"reference":[{"key":"S0219265921470290BIB001","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-020-17866-2"},{"key":"S0219265921470290BIB002","doi-asserted-by":"publisher","DOI":"10.1016\/j.arth.2019.05.034"},{"first-page":"207","volume-title":"2015 Fifth International Conference on e-Learning (econf)","author":"Elazab S.","key":"S0219265921470290BIB003"},{"key":"S0219265921470290BIB004","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.4515"},{"key":"S0219265921470290BIB005","doi-asserted-by":"publisher","DOI":"10.3390\/s20082216"},{"key":"S0219265921470290BIB006","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2018.04.017"},{"journal-title":"IEEE Internet of Things Journal","year":"2020","author":"Abdel-Basset M.","key":"S0219265921470290BIB007"},{"key":"S0219265921470290BIB008","doi-asserted-by":"publisher","DOI":"10.1007\/s13042-018-0870-1"},{"key":"S0219265921470290BIB009","doi-asserted-by":"publisher","DOI":"10.1016\/j.micpro.2020.103723"},{"issue":"4","key":"S0219265921470290BIB010","first-page":"378","volume":"11","author":"Sivaparthipan C. B.","year":"2017","journal-title":"Advances in Natural and Applied Sciences"},{"key":"S0219265921470290BIB011","doi-asserted-by":"publisher","DOI":"10.3991\/ijet.v14i19.10366"},{"issue":"2","key":"S0219265921470290BIB012","doi-asserted-by":"crossref","first-page":"170","DOI":"10.21449\/ijate.479404","volume":"6","author":"G\u00f6khan A. K. S. U.","year":"2019","journal-title":"International Journal of Assessment Tools in Education"},{"key":"S0219265921470290BIB013","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2018.11.063"},{"key":"S0219265921470290BIB014","doi-asserted-by":"publisher","DOI":"10.1186\/s41239-020-00186-2"},{"key":"S0219265921470290BIB015","doi-asserted-by":"publisher","DOI":"10.1111\/jcal.12363"},{"key":"S0219265921470290BIB016","doi-asserted-by":"publisher","DOI":"10.1145\/3295748"},{"key":"S0219265921470290BIB017","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-019-0462-y"},{"key":"S0219265921470290BIB018","doi-asserted-by":"publisher","DOI":"10.1177\/1356336X18783980"},{"key":"S0219265921470290BIB019","doi-asserted-by":"publisher","DOI":"10.1111\/mice.12495"},{"key":"S0219265921470290BIB020","doi-asserted-by":"publisher","DOI":"10.1016\/j.isprsjprs.2019.08.018"},{"key":"S0219265921470290BIB021","doi-asserted-by":"publisher","DOI":"10.1109\/TCDS.2019.2924648"},{"key":"S0219265921470290BIB022","doi-asserted-by":"publisher","DOI":"10.1080\/13658816.2018.1542698"},{"key":"S0219265921470290BIB023","doi-asserted-by":"publisher","DOI":"10.1002\/mrm.27420"},{"key":"S0219265921470290BIB024","doi-asserted-by":"publisher","DOI":"10.1029\/2018MS001472"},{"key":"S0219265921470290BIB025","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph17010276"},{"key":"S0219265921470290BIB026","doi-asserted-by":"publisher","DOI":"10.1177\/1356336X20931531"},{"key":"S0219265921470290BIB027","doi-asserted-by":"publisher","DOI":"10.1080\/17439884.2020.1686017"},{"key":"S0219265921470290BIB028","doi-asserted-by":"publisher","DOI":"10.14352\/jkaie.2019.23.6.583"},{"key":"S0219265921470290BIB029","doi-asserted-by":"publisher","DOI":"10.1080\/02602938.2019.1571161"}],"container-title":["Journal of Interconnection Networks"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219265921470290","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,29]],"date-time":"2023-11-29T05:39:35Z","timestamp":1701236375000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0219265921470290"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7]]},"references-count":29,"journal-issue":{"issue":"Supp05","published-print":{"date-parts":[[2022,7]]}},"alternative-id":["10.1142\/S0219265921470290"],"URL":"https:\/\/doi.org\/10.1142\/s0219265921470290","relation":{},"ISSN":["0219-2659","1793-6713"],"issn-type":[{"type":"print","value":"0219-2659"},{"type":"electronic","value":"1793-6713"}],"subject":[],"published":{"date-parts":[[2022,7]]},"article-number":"2147029"}}