{"id":"https://openalex.org/W2051325012","doi":"https://doi.org/10.1109/pimrc.2013.6666755","title":"Distributed multimedia content analysis with MapReduce","display_name":"Distributed multimedia content analysis with MapReduce","publication_year":2013,"publication_date":"2013-09-01","ids":{"openalex":"https://openalex.org/W2051325012","doi":"https://doi.org/10.1109/pimrc.2013.6666755","mag":"2051325012"},"language":"en","primary_location":{"id":"doi:10.1109/pimrc.2013.6666755","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc.2013.6666755","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043780476","display_name":"Arto Heikkinen","orcid":null},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Arto Heikkinen","raw_affiliation_strings":["Department of Communications Engineering, University of Oulu, Finland","Department of Communication Engineering, University of Oulu, Oulu, Finland#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Communications Engineering, University of Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]},{"raw_affiliation_string":"Department of Communication Engineering, University of Oulu, Oulu, Finland#TAB#","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070314163","display_name":"Jouni Sarvanko","orcid":null},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jouni Sarvanko","raw_affiliation_strings":["Center for Internet Excellence, University of Oulu, Finland","Center for Internet Excellence, University of Oulu, Oulu, Finland#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Internet Excellence, University of Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]},{"raw_affiliation_string":"Center for Internet Excellence, University of Oulu, Oulu, Finland#TAB#","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072963402","display_name":"Mika Rautiainen","orcid":null},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mika Rautiainen","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Oulu, Finland","[Department of Computer Science and Engineering, University of Oulu, Oulu, Finland]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]},{"raw_affiliation_string":"[Department of Computer Science and Engineering, University of Oulu, Oulu, Finland]","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059694865","display_name":"Mika Ylianttila","orcid":"https://orcid.org/0000-0002-8079-5514"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mika Ylianttila","raw_affiliation_strings":["Center for Internet Excellence, University of Oulu, Finland","Center for Internet Excellence, University of Oulu, Oulu, Finland#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Internet Excellence, University of Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]},{"raw_affiliation_string":"Center for Internet Excellence, University of Oulu, Oulu, Finland#TAB#","institution_ids":["https://openalex.org/I98381234"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2101,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.89475867,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"3497","last_page":"3501"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9994000196456909,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9991999864578247,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9988999962806702,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8986939191818237},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7880064249038696},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.6468114852905273},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5683795213699341},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.519816517829895},{"id":"https://openalex.org/keywords/content-distribution","display_name":"Content distribution","score":0.473627507686615},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4668375253677368},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.41436439752578735},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.4136080741882324},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3832988142967224},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3799799084663391},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.3106004595756531},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2137204110622406},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.20075607299804688},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.16586843132972717}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8986939191818237},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7880064249038696},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.6468114852905273},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5683795213699341},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.519816517829895},{"id":"https://openalex.org/C3018752578","wikidata":"https://www.wikidata.org/wiki/Q269415","display_name":"Content distribution","level":2,"score":0.473627507686615},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4668375253677368},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.41436439752578735},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.4136080741882324},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3832988142967224},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3799799084663391},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3106004595756531},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2137204110622406},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.20075607299804688},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.16586843132972717},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/pimrc.2013.6666755","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pimrc.2013.6666755","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.4000000059604645,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2008575335","https://openalex.org/W2009376391","https://openalex.org/W2104577112","https://openalex.org/W2107506162","https://openalex.org/W2141051095","https://openalex.org/W2155079435","https://openalex.org/W2161892179","https://openalex.org/W2173213060"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W4233347783","https://openalex.org/W2910064364","https://openalex.org/W2781863720","https://openalex.org/W2140286911"],"abstract_inverted_index":{"This":[0],"paper":[1,84],"introduces":[2],"a":[3,43,67,73,118,137],"scalable":[4],"solution":[5,140],"for":[6,24,53,92,145],"distributing":[7],"content-based":[8],"video":[9,59,93,109,126],"analysis":[10,55,77,128],"tasks":[11],"using":[12],"the":[13,30,47,86,105,146],"emerging":[14],"MapReduce":[15,51],"programming":[16],"model.":[17],"Scalable":[18],"and":[19,58],"efficient":[20,139],"solutions":[21,116],"are":[22],"needed":[23],"this":[25,83],"type":[26],"of":[27,32,82,89,107],"tasks,":[28],"as":[29,66],"number":[31],"multimedia":[33],"content":[34,76,94,127],"is":[35,85],"growing":[36],"at":[37],"an":[38],"increasing":[39],"rate.":[40],"We":[41,62,132],"present":[42],"novel":[44],"implementation":[45],"utilizing":[46],"popular":[48,74],"Apache":[49],"Hadoop":[50,134],"framework":[52],"both":[54],"job":[56],"scheduling":[57],"data":[60,110,138],"distribution.":[61],"employ":[63],"face":[64,147],"detection":[65,148],"case":[68],"example":[69],"because":[70],"it":[71],"represents":[72],"visual":[75],"task.":[78,149],"The":[79],"main":[80],"contribution":[81],"performance":[87,106,123],"evaluation":[88],"distribution":[90,111],"models":[91],"processing":[95],"in":[96,125],"various":[97],"configurations.":[98],"In":[99],"our":[100,108],"experiments,":[101],"we":[102],"have":[103],"compared":[104],"method":[112],"against":[113],"two":[114],"alternatives":[115],"on":[117],"seven":[119],"node":[120],"cluster.":[121],"Hadoop's":[122],"overhead":[124,144],"was":[129],"also":[130],"evaluated.":[131],"found":[133],"to":[135],"be":[136],"with":[141],"minimal":[142],"computational":[143]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}