{"id":"https://openalex.org/W4407950356","doi":"https://doi.org/10.1109/ton.2024.3523956","title":"Edge-Assisted Adaptive Configuration for Serverless-Based Video Analytics","display_name":"Edge-Assisted Adaptive Configuration for Serverless-Based Video Analytics","publication_year":2025,"publication_date":"2025-02-26","ids":{"openalex":"https://openalex.org/W4407950356","doi":"https://doi.org/10.1109/ton.2024.3523956"},"language":"en","primary_location":{"id":"doi:10.1109/ton.2024.3523956","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ton.2024.3523956","pdf_url":null,"source":{"id":"https://openalex.org/S5407042750","display_name":"IEEE Transactions on Networking","issn_l":"2998-4157","issn":["2998-4157"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Networking","raw_type":"journal-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/A5100441364","display_name":"Ziyi Wang","orcid":"https://orcid.org/0000-0001-8174-0593"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyi Wang","raw_affiliation_strings":["School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8174-0593","affiliations":[{"raw_affiliation_string":"School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Rui Zhang","orcid":"https://orcid.org/0009-0001-6154-8198"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Zhang","raw_affiliation_strings":["School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0001-6154-8198","affiliations":[{"raw_affiliation_string":"School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104181608","display_name":"Songyu Zhang","orcid":"https://orcid.org/0009-0007-3794-213X"},"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":"Songyu Zhang","raw_affiliation_strings":["Department of Computer Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103166680","display_name":"Wei Cheng","orcid":"https://orcid.org/0000-0003-3703-9622"},"institutions":[{"id":"https://openalex.org/I6507939","display_name":"China United Network Communications Group (China)","ror":"https://ror.org/028w99c90","country_code":"CN","type":"company","lineage":["https://openalex.org/I6507939"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Cheng","raw_affiliation_strings":["Unicom (Guangdong) Industrial Internet Company Ltd., Guangzhou, China","Unicom (Guangdong) Industrial Internet Company Ltd, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-3703-9622","affiliations":[{"raw_affiliation_string":"Unicom (Guangdong) Industrial Internet Company Ltd., Guangzhou, China","institution_ids":["https://openalex.org/I6507939"]},{"raw_affiliation_string":"Unicom (Guangdong) Industrial Internet Company Ltd, Guangzhou, China","institution_ids":["https://openalex.org/I6507939"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100329067","display_name":"Wendong Wang","orcid":"https://orcid.org/0000-0002-6418-8087"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wendong Wang","raw_affiliation_strings":["School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6418-8087","affiliations":[{"raw_affiliation_string":"School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091090025","display_name":"Yong Cui","orcid":"https://orcid.org/0000-0002-5171-739X"},"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":"Yong Cui","raw_affiliation_strings":["Department of Computer Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5171-739X","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.2673,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.9534815,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"33","issue":"3","first_page":"1144","last_page":"1159"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.8513000011444092,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.8513000011444092,"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/T13731","display_name":"Advanced Computing and Algorithms","score":0.7900000214576721,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.7422999739646912,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/analytics","display_name":"Analytics","score":0.7804394960403442},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6488399505615234},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5802210569381714},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.22851592302322388},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21493574976921082}],"concepts":[{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.7804394960403442},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6488399505615234},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5802210569381714},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.22851592302322388},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21493574976921082}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ton.2024.3523956","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ton.2024.3523956","pdf_url":null,"source":{"id":"https://openalex.org/S5407042750","display_name":"IEEE Transactions on Networking","issn_l":"2998-4157","issn":["2998-4157"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Networking","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2571198702","display_name":null,"funder_award_id":"2024YFB2906804","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4235780884","display_name":null,"funder_award_id":"S2022041","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7033924410","display_name":null,"funder_award_id":"62132009","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7488493096","display_name":null,"funder_award_id":"62221003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8095872652","display_name":null,"funder_award_id":"62402050","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W2029016069","https://openalex.org/W2085480884","https://openalex.org/W2089050596","https://openalex.org/W2678047256","https://openalex.org/W2792220137","https://openalex.org/W2797147542","https://openalex.org/W2872933037","https://openalex.org/W2887117815","https://openalex.org/W2890928364","https://openalex.org/W2892973774","https://openalex.org/W2896225285","https://openalex.org/W2918828872","https://openalex.org/W2950601690","https://openalex.org/W2963881378","https://openalex.org/W2966313861","https://openalex.org/W2981749440","https://openalex.org/W2983038091","https://openalex.org/W3046256272","https://openalex.org/W3046754651","https://openalex.org/W3047392327","https://openalex.org/W3080230561","https://openalex.org/W3121702752","https://openalex.org/W3127633939","https://openalex.org/W3152809665","https://openalex.org/W3153288312","https://openalex.org/W3168937343","https://openalex.org/W3184369174","https://openalex.org/W3204216247","https://openalex.org/W3210617645","https://openalex.org/W4214610523","https://openalex.org/W4214690606","https://openalex.org/W4280557312","https://openalex.org/W4283211213","https://openalex.org/W4283212161","https://openalex.org/W4283219705","https://openalex.org/W4285236576","https://openalex.org/W4320002812","https://openalex.org/W4328110969","https://openalex.org/W4382568144","https://openalex.org/W4386243233","https://openalex.org/W4386349937","https://openalex.org/W4387005619","https://openalex.org/W4388040882","https://openalex.org/W4388041447","https://openalex.org/W4388469757","https://openalex.org/W4392436665","https://openalex.org/W4394585838","https://openalex.org/W4396758741","https://openalex.org/W4401175867","https://openalex.org/W4402896975","https://openalex.org/W6637373629","https://openalex.org/W6665818925","https://openalex.org/W6677548441","https://openalex.org/W6735636592","https://openalex.org/W6736209464","https://openalex.org/W6753337532","https://openalex.org/W6773725002","https://openalex.org/W6842112591"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0,204],"growth":[1],"of":[2,219],"video":[3,16,52,61,66,100,120,129,186,202],"volumes":[4],"and":[5,59,75,86,102,139,144,196],"increased":[6],"DNN":[7],"capabilities":[8],"have":[9,189],"led":[10],"to":[11,36,46,122,160,181],"a":[12,30,43,191],"growing":[13],"desire":[14],"for":[15,99,119],"analytics,":[17,67],"which":[18],"demands":[19],"intensive":[20],"computation":[21,76,84,103,163,214],"resources.":[22],"Traditional":[23],"resource":[24,38,49],"provisioning":[25,50],"strategies,":[26],"such":[27,82],"as":[28,83],"configuring":[29],"cluster":[31],"per":[32],"peak":[33],"utilization,":[34],"lead":[35],"low":[37],"efficiency.":[39],"Serverless":[40],"computing":[41],"is":[42,154],"promising":[44],"way":[45],"avoid":[47],"wasteful":[48],"since":[51],"analytics":[53,87,130],"regularly":[54],"encounters":[55],"bursty":[56],"input":[57],"workloads":[58],"fine-grained":[60],"content":[62],"dynamics.":[63],"For":[64],"serverless-based":[65,128],"the":[68,94,107,133,137,140,145,162,167,172,178,213,217],"application":[69],"configuration":[70,96,151],"(frame":[71],"rate,":[72],"detection":[73],"model,":[74],"resources)":[77],"will":[78],"impact":[79],"several":[80],"metrics,":[81,143],"cost":[85,215],"accuracy.":[88,221],"In":[89],"this":[90],"paper,":[91],"we":[92,169],"investigate":[93],"joint":[95],"adjustment":[97,152],"problem":[98],"knobs":[101],"resources":[104],"provided":[105],"by":[106],"serverless":[108],"platform.":[109],"We":[110,188],"propose":[111],"an":[112],"algorithm":[113,153,175,180,209],"that":[114,207],"can":[115,210],"efficiently":[116],"adapt":[117],"configurations":[118,138],"streams":[121],"address":[123],"two":[124],"key":[125,141],"challenges":[126],"in":[127,185],"systems,":[131],"including":[132],"complex":[134],"relationships":[135],"between":[136],"performance":[142],"dynamically":[146],"best":[147],"configuration.":[148],"Our":[149],"adaptive":[150],"developed":[155,190],"based":[156,176],"on":[157,177],"Markov":[158],"approximation":[159],"minimize":[161],"cost.":[164],"To":[165],"guarantee":[166],"accuracy,":[168],"then":[170],"design":[171],"keyframe":[173],"selection":[174],"secretary":[179],"identify":[182],"significant":[183],"changes":[184],"content.":[187],"prototype":[192],"over":[193],"AWS":[194],"Lambda":[195],"conducted":[197],"extensive":[198],"experiments":[199],"with":[200],"real-world":[201],"streams.":[203],"results":[205],"show":[206],"our":[208],"greatly":[211],"reduce":[212],"under":[216],"constraint":[218],"target":[220]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2026-06-29T08:53:18.405633","created_date":"2025-10-10T00:00:00"}
