{"id":"https://openalex.org/W4220925575","doi":"https://doi.org/10.1007/s11042-022-12833-z","title":"Video analytics using deep learning for crowd analysis: a review","display_name":"Video analytics using deep learning for crowd analysis: a review","publication_year":2022,"publication_date":"2022-03-29","ids":{"openalex":"https://openalex.org/W4220925575","doi":"https://doi.org/10.1007/s11042-022-12833-z"},"language":"en","primary_location":{"id":"doi:10.1007/s11042-022-12833-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-022-12833-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-022-12833-z.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11042-022-12833-z.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069580378","display_name":"Md Roman Bhuiyan","orcid":"https://orcid.org/0000-0002-8919-4459"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Md Roman Bhuiyan","raw_affiliation_strings":["Faculty of Computing & Informatics, Multimedia University, 63100, Cyberjaya, Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computing & Informatics, Multimedia University, 63100, Cyberjaya, Selangor, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027706486","display_name":"Junaidi Abdullah","orcid":"https://orcid.org/0000-0001-8820-2472"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Junaidi Abdullah","raw_affiliation_strings":["Faculty of Computing & Informatics, Multimedia University, 63100, Cyberjaya, Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computing & Informatics, Multimedia University, 63100, Cyberjaya, Selangor, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010882526","display_name":"Noramiza Hashim","orcid":"https://orcid.org/0000-0001-9838-2892"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Noramiza Hashim","raw_affiliation_strings":["Faculty of Computing & Informatics, Multimedia University, 63100, Cyberjaya, Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computing & Informatics, Multimedia University, 63100, Cyberjaya, Selangor, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044844639","display_name":"Fahmid Al Farid","orcid":"https://orcid.org/0000-0003-2625-2348"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Fahmid Al Farid","raw_affiliation_strings":["Faculty of Computing & Informatics, Multimedia University, 63100, Cyberjaya, Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computing & Informatics, Multimedia University, 63100, Cyberjaya, Selangor, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5069580378"],"corresponding_institution_ids":["https://openalex.org/I173029219"],"apc_list":null,"apc_paid":null,"fwci":4.4159,"has_fulltext":true,"cited_by_count":35,"citation_normalized_percentile":{"value":0.949825,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"81","issue":"19","first_page":"27895","last_page":"27922"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hajj","display_name":"Hajj","score":0.9675129652023315},{"id":"https://openalex.org/keywords/crowds","display_name":"Crowds","score":0.8430517911911011},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7338767051696777},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.6717675924301147},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5793969035148621},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5687650442123413},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4546792805194855},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.43999359011650085},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3499079644680023},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3213890790939331},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.23455727100372314},{"id":"https://openalex.org/keywords/islam","display_name":"Islam","score":0.21271619200706482}],"concepts":[{"id":"https://openalex.org/C2781009399","wikidata":"https://www.wikidata.org/wiki/Q234915","display_name":"Hajj","level":3,"score":0.9675129652023315},{"id":"https://openalex.org/C2777852691","wikidata":"https://www.wikidata.org/wiki/Q13430821","display_name":"Crowds","level":2,"score":0.8430517911911011},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7338767051696777},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.6717675924301147},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5793969035148621},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5687650442123413},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4546792805194855},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.43999359011650085},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3499079644680023},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3213890790939331},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.23455727100372314},{"id":"https://openalex.org/C4445939","wikidata":"https://www.wikidata.org/wiki/Q432","display_name":"Islam","level":2,"score":0.21271619200706482},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s11042-022-12833-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-022-12833-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-022-12833-z.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},{"id":"pmh:oai:shdl.mmu.edu.my:10195","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196753","display_name":"Siti Hasmah Digital Library-MMU Institutiona Repository (Multimedia University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I173029219","host_organization_name":"Multimedia University","host_organization_lineage":["https://openalex.org/I173029219"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"NonPeerReviewed"}],"best_oa_location":{"id":"doi:10.1007/s11042-022-12833-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-022-12833-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-022-12833-z.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.8100000023841858}],"awards":[],"funders":[{"id":"https://openalex.org/F4320313202","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4220925575.pdf","grobid_xml":"https://content.openalex.org/works/W4220925575.grobid-xml"},"referenced_works_count":81,"referenced_works":["https://openalex.org/W1542723449","https://openalex.org/W1616262590","https://openalex.org/W1910776219","https://openalex.org/W1970945669","https://openalex.org/W1976959044","https://openalex.org/W1978232622","https://openalex.org/W1982925187","https://openalex.org/W1983364832","https://openalex.org/W1987118352","https://openalex.org/W1991597092","https://openalex.org/W1993934387","https://openalex.org/W2031454541","https://openalex.org/W2041390734","https://openalex.org/W2058907003","https://openalex.org/W2072232009","https://openalex.org/W2078226924","https://openalex.org/W2090518410","https://openalex.org/W2091887928","https://openalex.org/W2096229530","https://openalex.org/W2105621472","https://openalex.org/W2108883382","https://openalex.org/W2116022929","https://openalex.org/W2123175289","https://openalex.org/W2142412278","https://openalex.org/W2155916750","https://openalex.org/W2156547346","https://openalex.org/W2163612318","https://openalex.org/W2165609887","https://openalex.org/W2207893099","https://openalex.org/W2316109659","https://openalex.org/W2460849547","https://openalex.org/W2463631526","https://openalex.org/W2517615595","https://openalex.org/W2520723410","https://openalex.org/W2520826941","https://openalex.org/W2527524734","https://openalex.org/W2541389513","https://openalex.org/W2625550794","https://openalex.org/W2729018917","https://openalex.org/W2741077351","https://openalex.org/W2745597836","https://openalex.org/W2749406949","https://openalex.org/W2792947308","https://openalex.org/W2793254521","https://openalex.org/W2802881741","https://openalex.org/W2804654955","https://openalex.org/W2808519136","https://openalex.org/W2833056938","https://openalex.org/W2886443245","https://openalex.org/W2922282711","https://openalex.org/W2945574898","https://openalex.org/W2947411064","https://openalex.org/W2962720716","https://openalex.org/W2963035940","https://openalex.org/W2963499661","https://openalex.org/W2963686699","https://openalex.org/W2963717945","https://openalex.org/W2963826106","https://openalex.org/W2964014730","https://openalex.org/W2964046724","https://openalex.org/W2964095233","https://openalex.org/W2964203052","https://openalex.org/W2964209782","https://openalex.org/W2964307651","https://openalex.org/W2967069910","https://openalex.org/W2970269396","https://openalex.org/W2976749699","https://openalex.org/W2980684393","https://openalex.org/W2985314571","https://openalex.org/W2995304495","https://openalex.org/W3013987429","https://openalex.org/W3017157392","https://openalex.org/W3086556267","https://openalex.org/W3102431071","https://openalex.org/W3112358767","https://openalex.org/W3131713303","https://openalex.org/W3135235283","https://openalex.org/W6600911440","https://openalex.org/W6664298863","https://openalex.org/W6754258596","https://openalex.org/W6772656625"],"related_works":["https://openalex.org/W3107179269","https://openalex.org/W2230088181","https://openalex.org/W1921621982","https://openalex.org/W4285411586","https://openalex.org/W2990977347","https://openalex.org/W2136135222","https://openalex.org/W2153830822","https://openalex.org/W1605863285","https://openalex.org/W2914895168","https://openalex.org/W4390482427"],"abstract_inverted_index":{"Abstract":[0],"Gathering":[1],"a":[2,8,51,54,70,76,141,150,187,192,223,294,338],"large":[3,339],"number":[4],"of":[5,23,36,56,58,67,108,132,144,146,158,186,199,216,241,254,305,309],"people":[6,59,147],"in":[7,15,41,50,100,129,149,230,244,282],"shared":[9],"physical":[10],"area":[11],"is":[12,32,46,79,111,136,140,318],"very":[13],"common":[14],"urban":[16],"culture.":[17],"Although":[18],"there":[19],"are":[20],"limitless":[21],"examples":[22],"mega":[24],"crowds,":[25],"the":[26,30,37,42,61,64,98,126,130,133,138,156,178,184,208,213,227,231,236,252,276,290,310,315,319,335],"Islamic":[27],"religious":[28],"ritual,":[29],"Hajj,":[31],"considered":[33],"as":[34],"one":[35],"greatest":[38],"crowd":[39,78,109,116,171,173,180,270,273,300,336],"scenarios":[40],"world.":[43],"The":[44,233,258],"Hajj":[45,139,179,200,255,311,316],"carried":[47],"out":[48],"once":[49],"year":[52],"with":[53,222],"congregation":[55,143],"millions":[57,145],"when":[60],"Muslims":[62],"visit":[63],"holy":[65],"city":[66],"Makkah":[68],"at":[69],"given":[71],"time":[72],"and":[73,86,94,161,177,238,256,266,303],"date.":[74],"Such":[75],"big":[77],"always":[80],"prone":[81],"to":[82,91,123,190,206,212,251,292,332],"public":[83],"safety":[84],"issues,":[85],"therefore":[87],"requires":[88],"proper":[89],"measures":[90],"ensure":[92],"safe":[93],"comfortable":[95],"arrangement.":[96],"Through":[97,167],"advances":[99],"computer":[101,162],"vision":[102,163],"based":[103,164],"scene":[104],"understanding,":[105],"automatic":[106],"analysis":[107,117,198,271],"scenes":[110],"gaining":[112],"popularity.":[113],"However,":[114],"existing":[115,159,264],"algorithms":[118],"might":[119],"not":[120],"be":[121,249],"able":[122],"correctly":[124],"interpret":[125],"video":[127,160,217],"content":[128],"context":[131],"Hajj.":[134,232],"This":[135],"because":[137,314],"unique":[142],"crowded":[148,321],"small":[151],"area,":[152],"which":[153,246],"can":[154],"overwhelm":[155],"use":[157,279],"sophisticated":[165],"algorithms.":[166],"our":[168],"studies":[169],"on":[170,226,263,299,337],"analysis,":[172,301],"counting,":[174],"density":[175],"estimation,":[176],"behavior,":[181],"we":[182],"faced":[183],"need":[185],"review":[188,204,234],"work":[189],"get":[191],"research":[193,209,326],"direction":[194],"for":[195,269,323],"abnormal":[196,284,307],"behavior":[197],"pilgrims.":[201,312],"Therefore,":[202],"this":[203,328],"aims":[205],"summarize":[207],"works":[210],"relevant":[211],"broader":[214],"field":[215],"analytics":[218],"using":[219],"deep":[220,280],"learning":[221,281],"special":[224],"focus":[225],"visual":[228,242],"surveillance":[229,243],"identifies":[235],"challenges":[237],"leading-edge":[239],"techniques":[240,265,277],"general,":[245],"may":[247],"gracefully":[248],"adaptable":[250],"applications":[253],"Umrah.":[257],"paper":[259],"presents":[260],"detailed":[261],"reviews":[262],"approaches":[267],"employed":[268],"from":[272],"videos,":[274],"specifically":[275],"that":[278],"detecting":[283],"behavior.":[285],"These":[286],"observations":[287],"give":[288],"us":[289,331],"impetus":[291],"undertake":[293],"painstaking":[295],"yet":[296],"exhilarating":[297],"journey":[298],"classification":[302],"detection":[304],"any":[306],"movement":[308],"Furthermore,":[313],"pilgrimage":[317],"most":[320],"domain":[322],"video-related":[324],"extensive":[325],"activities,":[327],"study":[329],"motivates":[330],"critically":[333],"analyze":[334],"scale.":[340]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":6}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
