{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,21]],"date-time":"2026-07-21T11:30:34Z","timestamp":1784633434179,"version":"3.55.0"},"reference-count":126,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/501100003093","name":"Ministry of Higher Education Malaysia for Fundamental Research Grant Scheme (FRGS) with Project","doi-asserted-by":"publisher","award":["FRGS\/1\/2020\/TK03\/USM\/02\/1"],"award-info":[{"award-number":["FRGS\/1\/2020\/TK03\/USM\/02\/1"]}],"id":[{"id":"10.13039\/501100003093","id-type":"DOI","asserted-by":"publisher"}]},{"name":"School of Computer Sciences and University Sains Malaysia"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2021]]},"DOI":"10.1109\/access.2021.3110610","type":"journal-article","created":{"date-parts":[[2021,9,6]],"date-time":"2021-09-06T20:33:18Z","timestamp":1630960398000},"page":"126366-126387","source":"Crossref","is-referenced-by-count":46,"title":["Analysis of Deep Neural Networks for Human Activity Recognition in Videos\u2014A Systematic Literature Review"],"prefix":"10.1109","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6267-392X","authenticated-orcid":false,"given":"Hadiqa Aman","family":"Ullah","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3521-7141","authenticated-orcid":false,"given":"Sukumar","family":"Letchmunan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9348-2197","authenticated-orcid":false,"given":"M. Sultan","family":"Zia","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9197-3419","authenticated-orcid":false,"given":"Umair Muneer","family":"Butt","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5549-6379","authenticated-orcid":false,"given":"Fadratul Hafinaz","family":"Hassan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/3321511"},{"key":"ref38","article-title":"Systematic literature review in computer science—A practical guide","volume":"1","author":"weidt","year":"2016"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.14569\/IJACSA.2020.0110285"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1080\/08839514.2019.1603784"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2019.05.020"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2019.102799"},{"key":"ref37","article-title":"Guidelines for performing systematic literature reviews in software engineering","author":"kitchenham","year":"2007"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3022808"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1145\/3270112.3270117"},{"key":"ref34","article-title":"How to do a structured literature review in computer science version 0.1","author":"kofod-petersen","year":"2012"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ICIIP.2017.8313715"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2017.01.011"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2018.04.007"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2019.04.026"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2017.01.010"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3182179"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICSCCC.2018.8703295"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.jvcir.2018.10.022"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1007\/s00138-018-0956-5"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2016.06.007"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-017-1030-x"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2015.11.019"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.453"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2017.8297028"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/TIE.2018.2881943"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/WACV.2017.27"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2017.2666540"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2017.8296302"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2017.7952431"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2017.8296405"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/NTICT.2017.7976123"},{"key":"ref52","first-page":"573","article-title":"Frame-skip convolutional neural networks for action recognition","author":"liu","year":"2017","journal-title":"Proc IEEE Int Conf Multimedia Expo Workshops (ICMEW)"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1145\/3381805"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.4108\/eai.22-7-2015.2260062"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2016.7524361"},{"key":"ref6","first-page":"3995","article-title":"Deep convolutional neural networks on multichannel time series for human activity recognition","volume":"15","author":"yang","year":"2015","journal-title":"Proc IJCAI"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2018.02.010"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2016.7524361"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.604"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00807"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.4108\/eai.22-7-2015.2260062"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.522"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2978223"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2017.2769085"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2016.7532925"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2869790"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2016.2611485"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2993227"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2962284"},{"key":"ref126","doi-asserted-by":"publisher","DOI":"10.1109\/HealthCom.2013.6720748"},{"key":"ref125","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-015-0851-8"},{"key":"ref124","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2015.7350781"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2015.09.112"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/CRV.2019.00015"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/BigMM.2019.00-27"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCE48422.2019.9010816"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2017.04.007"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2018.09.060"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2016.01.012"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1016\/j.jvcir.2017.09.007"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2018.06.071"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2018.02.028"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/ICMTMA.2018.00131"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/ITOEC.2018.8740606"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/ICMLA.2018.00077"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.2018.8451625"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/ICMLA.2018.00029"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/ICTAI.2019.00250"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2019.8851993"},{"key":"ref67","first-page":"1","article-title":"Dual stream spatio-temporal motion fusion with self-attention for action recognition","author":"jalal","year":"2019","journal-title":"Proc 22th Int Conf Inf Fusion (FUSION)"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/TENCON.2019.8929519"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00807"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/SGCF.2019.8782290"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1002\/widm.1254"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1109\/ICPR.2004.1334462"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2019.102821"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1080\/0144929X.2018.1502807"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1016\/j.jvcir.2019.02.016"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1080\/1206212X.2018.1486001"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2019.03.002"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-019-01248-3"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2019.12.077"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1007\/s00371-019-01770-y"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1016\/j.jvcir.2018.12.019"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1134\/S1054661819040084"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1016\/j.jvcir.2019.102650"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1007\/s00371-019-01751-1"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-018-1111-5"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2008.4587727"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206557"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2007.70711"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2019.03.005"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2019.102898"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2019.05.058"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2019.107037"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ICCAS.2008.4694407"},{"key":"ref11","first-page":"2737","article-title":"Human activity recognition for video surveillance","author":"lin","year":"2008","journal-title":"Proc IEEE Int Symp Circuits Syst"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/93.998041"},{"key":"ref13","first-page":"112","article-title":"A view-based real-time human action recognition system as an interface for human computer interaction","author":"choi","year":"2007","journal-title":"Proc Int Conf Virtual Syst MultiMedia"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.3233\/AIS-2011-0110"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/SGCF.2019.8782290"},{"key":"ref118","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-33765-9_16"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/HealthCom.2013.6720748"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2018.12.002"},{"key":"ref117","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2012.6247801"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2873502"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2017.10.037"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1080\/10798587.2015.1095419"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2018.08.018"},{"key":"ref119","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2013.396"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2019.102897"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2018.01.020"},{"key":"ref114","first-page":"4","article-title":"The behave video dataset: Ground truthed video for multi-person behavior classification","volume":"4","author":"blunsden","year":"2010","journal-title":"Ann BMVA"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206744"},{"key":"ref116","article-title":"A dataset of 101 human action classes from videos in the wild","volume":"2","author":"soomro","year":"2012","journal-title":"Computer and Vision Research Center"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2018.07.028"},{"key":"ref115","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2011.6126543"},{"key":"ref120","doi-asserted-by":"publisher","DOI":"10.1007\/s00138-012-0450-4"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2019.08.031"},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.217"},{"key":"ref122","article-title":"The kinetics human action video dataset","author":"kay","year":"2017","journal-title":"arXiv 1705 06950"},{"key":"ref123","article-title":"A short note about kinetics-600","author":"carreira","year":"2018","journal-title":"arXiv 1808 01340"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2017.11.026"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2019.08.009"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2019.102794"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2018.09.086"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9312710\/09530410.pdf?arnumber=9530410","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,12,17]],"date-time":"2021-12-17T19:55:29Z","timestamp":1639770929000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9530410\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"references-count":126,"URL":"https:\/\/doi.org\/10.1109\/access.2021.3110610","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021]]}}}