{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,24]],"date-time":"2026-03-24T07:43:38Z","timestamp":1774338218141,"version":"3.50.1"},"reference-count":68,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/access.2025.3547914","type":"journal-article","created":{"date-parts":[[2025,3,4]],"date-time":"2025-03-04T18:50:25Z","timestamp":1741114225000},"page":"41336-41366","source":"Crossref","is-referenced-by-count":40,"title":["Hybrid Deep Learning for Human Fall Detection: A Synergistic Approach Using YOLOv8 and Time-Space Transformers"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4442-1865","authenticated-orcid":false,"given":"Yousef","family":"Sanjalawe","sequence":"first","affiliation":[{"name":"Department of Information Technology, King Abdullah II School for Information Technology, The University of Jordan (JU), Amman, Jordan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1025-7868","authenticated-orcid":false,"given":"Salam","family":"Fraihat","sequence":"additional","affiliation":[{"name":"Artificial Intelligence Research Center (AIRC), College of Engineering and Information Technology, Ajman University, Ajman, United Arab Emirates"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7465-8038","authenticated-orcid":false,"given":"Mosleh","family":"Abualhaj","sequence":"additional","affiliation":[{"name":"Department of Networks and Information Security, Faculty of Information Technology, Al-Ahliyya Amman University, Amman, Jordan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2134-4158","authenticated-orcid":false,"given":"Salam R.","family":"Al-E\u2019Mari","sequence":"additional","affiliation":[{"name":"Information Security Department, Faculty of Information Technology, University of Petra, Amman, Jordan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Emran","family":"Alzubi","sequence":"additional","affiliation":[{"name":"College of Business Administration, Northern Border University (NBU), Arar, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.3390\/robotics9030055"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2022.105626"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3362958"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.14569\/IJACSA.2023.0140409"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.3390\/s19071644"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.33889\/IJMEMS.2020.5.1.014"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2936320"},{"key":"ref8","article-title":"Exploring the magnitude-shape plot framework for anomaly detection in crowded video scenes","author":"Wang","year":"2024","journal-title":"arXiv:2412.20363"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/s10916-016-0639-6"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-015-2698-y"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ICIVC50857.2020.9177447"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/ICPRS54038.2022.9854070"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.3390\/make5040083"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/WACV51458.2022.00270"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3330844"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2023.3282905"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICAICA54878.2022.9844530"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2018.04.014"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-99-7962-2_39"},{"issue":"10","key":"ref20","first-page":"116","article-title":"Computer vision in the sky: Ultralytics YOLOv8 and deep sort synergy for accurate vehicle speed monitoring in drone video","volume":"20","author":"Nagpal","year":"2024","journal-title":"J. Electr. Syst."},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-023-08809-1"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.3390\/electronics12102323"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.3390\/machines11070677"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3378568"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3386826"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-97-1323-3_1"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-024-18872-y"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.3390\/s23167190"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.54097\/p9w3ax47"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3347352"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.conbuildmat.2024.135025"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/IST59124.2023.10355696"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-46749-3_7"},{"key":"ref34","article-title":"Fall detection for industrial setups using YOLOv8 variants","author":"Pereira","year":"2024","journal-title":"arXiv:2408.04605"},{"issue":"1","key":"ref35","first-page":"368","article-title":"Elderly fall detection for smart home caring using YOLOv8","volume":"19","author":"Verma","year":"2025","journal-title":"GMSARN Int. J."},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.autcon.2023.105235"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/YAC63405.2024.10598407"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1117\/12.3021106"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/INISTA62901.2024.10683752"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1117\/12.3024151"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1051\/e3sconf\/202450803004"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.3390\/a17040133"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.advwatres.2023.104591"},{"key":"ref44","article-title":"ShadowRemovalNet: Efficient real-time shadow removal","author":"Saleh","year":"2024","journal-title":"arXiv:2403.08142"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/jiot.2024.3501294"},{"key":"ref46","first-page":"1","article-title":"ContiFormer: Continuous-time transformer for irregular time series modeling","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"36","author":"Chen"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/j.measurement.2023.114043"},{"key":"ref48","article-title":"Exploring the role of token in transformer-based time series forecasting","author":"Zhang","year":"2024","journal-title":"arXiv:2404.10337"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/TGRS.2024.3442575"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2024.3385820"},{"key":"ref51","article-title":"Unified theory for joint covariance properties under geometric image transformations for spatio-temporal receptive fields according to the generalized Gaussian derivative model for visual receptive fields","author":"Lindeberg","year":"2024","journal-title":"arXiv:2311.10543"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3352601"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/IV55156.2024.10588400"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.3390\/info14120642"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.2174\/0115734056309890240912054616"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3374108"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2024.105195"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-16-8826-3_9"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.3390\/e23030328"},{"issue":"1","key":"ref60","first-page":"56","article-title":"A framework for fall activity detection and classification using deep learning method","volume":"20","author":"Soni","year":"2021","journal-title":"INFOCOMP J. Comput. Sci."},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1007\/s11277-022-09819-3"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/ICETCI58599.2023.10331387"},{"issue":"6","key":"ref63","first-page":"571","article-title":"Human fall detection using deep learning and IoT","volume":"11","author":"Sreelakshmi","year":"2022","journal-title":"Int. J. Eng. Res. Technol. (IJERT)"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1504\/IJMEI.2024.139887"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.35940\/ijrte.a8029.13010524"},{"key":"ref66","first-page":"1223","article-title":"An explainable deep learning model for vision-based human fall detection system","volume-title":"Proc. 3rd Int. Conf. Intell. Comput. Instrum. Control Technol. (ICICICT)","author":"Jeyashree"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1016\/j.jiixd.2024.04.001"},{"key":"ref68","volume-title":"Cucafall Dataset","author":"Eraso","year":"2022"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10820123\/10909442.pdf?arnumber=10909442","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,11]],"date-time":"2025-03-11T17:46:06Z","timestamp":1741715166000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10909442\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":68,"URL":"https:\/\/doi.org\/10.1109\/access.2025.3547914","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}