{"id":"https://openalex.org/W4402979262","doi":"https://doi.org/10.1109/icme57554.2024.10687715","title":"Beimin: Serverless-based Adaptive Real-Time Video Processing","display_name":"Beimin: Serverless-based Adaptive Real-Time Video Processing","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4402979262","doi":"https://doi.org/10.1109/icme57554.2024.10687715"},"language":"en","primary_location":{"id":"doi:10.1109/icme57554.2024.10687715","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme57554.2024.10687715","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo (ICME)","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/A5115595904","display_name":"Jiaye Zhang","orcid":"https://orcid.org/0009-0006-6153-4024"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiaye Zhang","raw_affiliation_strings":["Tsinghua University,Beijing,China"],"affiliations":[{"raw_affiliation_string":"Tsinghua University,Beijing,China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066915269","display_name":"Zili Meng","orcid":"https://orcid.org/0000-0003-2009-7180"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zili Meng","raw_affiliation_strings":["Hong Kong University of Science and Technology,Hong Kong SAR"],"affiliations":[{"raw_affiliation_string":"Hong Kong University of Science and Technology,Hong Kong SAR","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100771111","display_name":"Mingwei Xu","orcid":"https://orcid.org/0000-0002-4847-4585"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingwei Xu","raw_affiliation_strings":["Tsinghua University,Beijing,China"],"affiliations":[{"raw_affiliation_string":"Tsinghua University,Beijing,China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5115595904"],"corresponding_institution_ids":["https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":1.1158,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.77934645,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10741","display_name":"Video Coding and Compression Technologies","score":0.8999999761581421,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.8999999761581421,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10531","display_name":"Advanced Vision and Imaging","score":0.8931000232696533,"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":0.8525000214576721,"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":0.8028113842010498},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4359760880470276},{"id":"https://openalex.org/keywords/video-processing","display_name":"Video processing","score":0.41842490434646606},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.34292837977409363},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.27227693796157837}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8028113842010498},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4359760880470276},{"id":"https://openalex.org/C65483669","wikidata":"https://www.wikidata.org/wiki/Q3536669","display_name":"Video processing","level":2,"score":0.41842490434646606},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.34292837977409363},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.27227693796157837}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icme57554.2024.10687715","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme57554.2024.10687715","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-147717","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-147717","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2128307587","https://openalex.org/W2739995208","https://openalex.org/W2804874586","https://openalex.org/W2887117815","https://openalex.org/W2965289829","https://openalex.org/W2981657066","https://openalex.org/W3046256272","https://openalex.org/W3152809665","https://openalex.org/W3156233896","https://openalex.org/W3166164055","https://openalex.org/W3210617645","https://openalex.org/W4210633974","https://openalex.org/W4283212161","https://openalex.org/W4285197124","https://openalex.org/W4285236576","https://openalex.org/W4293518761","https://openalex.org/W4304142049","https://openalex.org/W4387968042","https://openalex.org/W4387968075","https://openalex.org/W4387968764","https://openalex.org/W6741002519"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Video-sharing":[0],"websites":[1],"need":[2],"to":[3,14,25,84,93,126,137,141,178,183],"process":[4],"the":[5,28,42,63,86,90,94,139,163],"uploaded":[6,33],"videos":[7,20,32],"(e.g.,":[8],"face":[9],"recognition)":[10],"before":[11],"distributing":[12],"them":[13],"users.":[15],"The":[16,51],"timely":[17],"processing":[18,109,115,173],"of":[19],"is":[21,81],"critical":[22],"for":[23,112],"users":[24,36],"always":[26],"enjoy":[27],"latest":[29],"content.":[30],"However,":[31],"by":[34,170,175],"different":[35,46],"are":[37],"diverse":[38],"in":[39,48,57,89,119],"content,":[40],"with":[41,116,143,152],"volume":[43],"fluctuating":[44],"at":[45],"times":[47],"one":[49],"day.":[50],"static":[52],"resource":[53],"allocations":[54],"will":[55,74],"result":[56],"frequent":[58],"overutilization":[59],"and":[60,65,70,130,162,172],"underutilization":[61],"when":[62],"demands":[64,118],"contents":[66],"change,":[67],"while":[68],"container":[69],"virtual":[71],"machine(VM)-based":[72],"solutions":[73,180],"incur":[75],"significant":[76],"additional":[77],"overhead.":[78],"Moreover,":[79],"it":[80],"also":[82],"challenging":[83],"predict":[85,138],"required":[87],"resources":[88,140],"future":[91],"due":[92],"complicated":[95],"relationship":[96],"between":[97],"resources,":[98,129],"contents,":[99],"demands,":[100,147],"etc.":[101],"This":[102],"paper":[103],"introduces":[104],"Beimin,":[105],"an":[106],"adaptive":[107],"video":[108,114],"framework":[110,125],"designed":[111],"heterogeneous":[113],"flexible":[117],"real-time.":[120],"Beimin":[121,167],"adopts":[122],"a":[123,131,156],"serverless":[124],"efficiently":[127],"allocate":[128,142],"deep":[132],"reinforcement":[133],"learning":[134],"(DRL)":[135],"model":[136],"multi-dimensional":[144],"inputs":[145],"(contents,":[146],"etc.).":[148],"We":[149],"conducted":[150],"tests":[151],"Amazon":[153],"Lambda":[154],"using":[155],"synthetic":[157],"dataset":[158],"from":[159],"Imagenet":[160],"VID,":[161],"results":[164],"demonstrate":[165],"that":[166],"reduces":[168],"cost":[169],"1.61%":[171],"time":[174],"33.17%":[176],"compared":[177],"existing":[179],"without":[181],"harm":[182],"accuracy.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-04T09:10:02.777135","created_date":"2025-10-10T00:00:00"}