{"id":"https://openalex.org/W4385488634","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191101","title":"Community-Aware Federated Video Summarization","display_name":"Community-Aware Federated Video Summarization","publication_year":2023,"publication_date":"2023-06-18","ids":{"openalex":"https://openalex.org/W4385488634","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191101"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn54540.2023.10191101","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn54540.2023.10191101","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101230085","display_name":"Fan Wan","orcid":null},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Fan Wan","raw_affiliation_strings":["Durham University,Department of Computer Science,Durham,UK","Department of Computer Science, Durham University, Durham, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Durham University,Department of Computer Science,Durham,UK","institution_ids":["https://openalex.org/I190082696"]},{"raw_affiliation_string":"Department of Computer Science, Durham University, Durham, UK","institution_ids":["https://openalex.org/I190082696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100768789","display_name":"Junyan Wang","orcid":"https://orcid.org/0000-0001-5409-1292"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Junyan Wang","raw_affiliation_strings":["University of New South Wales,Department of Computer Science and Engineering,Sydney,Australia","Department of Computer Science and Engineering, University of New South Wales, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of New South Wales,Department of Computer Science and Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I31746571"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083020611","display_name":"Haoran Duan","orcid":"https://orcid.org/0000-0001-9956-7020"},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Haoran Duan","raw_affiliation_strings":["Durham University,Department of Computer Science,Durham,UK","Department of Computer Science, Durham University, Durham, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Durham University,Department of Computer Science,Durham,UK","institution_ids":["https://openalex.org/I190082696"]},{"raw_affiliation_string":"Department of Computer Science, Durham University, Durham, UK","institution_ids":["https://openalex.org/I190082696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041567418","display_name":"Yang Song","orcid":"https://orcid.org/0000-0003-1283-1672"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yang Song","raw_affiliation_strings":["University of New South Wales,Department of Computer Science and Engineering,Sydney,Australia","Department of Computer Science and Engineering, University of New South Wales, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of New South Wales,Department of Computer Science and Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I31746571"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069777357","display_name":"Maurice Pagnucco","orcid":"https://orcid.org/0000-0001-7712-6646"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Maurice Pagnucco","raw_affiliation_strings":["University of New South Wales,Department of Computer Science and Engineering,Sydney,Australia","Department of Computer Science and Engineering, University of New South Wales, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of New South Wales,Department of Computer Science and Engineering,Sydney,Australia","institution_ids":["https://openalex.org/I31746571"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011037821","display_name":"Yang Long","orcid":"https://orcid.org/0000-0002-2445-6112"},"institutions":[{"id":"https://openalex.org/I190082696","display_name":"Durham University","ror":"https://ror.org/01v29qb04","country_code":"GB","type":"education","lineage":["https://openalex.org/I190082696"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yang Long","raw_affiliation_strings":["Durham University,Department of Computer Science,Durham,UK","Department of Computer Science, Durham University, Durham, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Durham University,Department of Computer Science,Durham,UK","institution_ids":["https://openalex.org/I190082696"]},{"raw_affiliation_string":"Department of Computer Science, Durham University, Durham, UK","institution_ids":["https://openalex.org/I190082696"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3641,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.65594719,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9995999932289124,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9995999932289124,"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/T11309","display_name":"Music and Audio Processing","score":0.9950000047683716,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9107999801635742,"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/automatic-summarization","display_name":"Automatic summarization","score":0.9536688327789307},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.871870219707489},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6798580288887024},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.6700325012207031},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4589501619338989},{"id":"https://openalex.org/keywords/video-retrieval","display_name":"Video retrieval","score":0.4504373073577881},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35848110914230347},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.261502742767334},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21857506036758423}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.9536688327789307},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.871870219707489},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6798580288887024},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.6700325012207031},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4589501619338989},{"id":"https://openalex.org/C2983174267","wikidata":"https://www.wikidata.org/wiki/Q3775098","display_name":"Video retrieval","level":2,"score":0.4504373073577881},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35848110914230347},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.261502742767334},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21857506036758423}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn54540.2023.10191101","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn54540.2023.10191101","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.4300000071525574}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W114517082","https://openalex.org/W1924343884","https://openalex.org/W1979354511","https://openalex.org/W1991750682","https://openalex.org/W2097117768","https://openalex.org/W2139009685","https://openalex.org/W2529272619","https://openalex.org/W2737677090","https://openalex.org/W2762085884","https://openalex.org/W2807006176","https://openalex.org/W2900120080","https://openalex.org/W2903758693","https://openalex.org/W2904760378","https://openalex.org/W2955213239","https://openalex.org/W2962687069","https://openalex.org/W2963524571","https://openalex.org/W2963537482","https://openalex.org/W2963919999","https://openalex.org/W2964158702","https://openalex.org/W2964349631","https://openalex.org/W2967219836","https://openalex.org/W3005776401","https://openalex.org/W3006555759","https://openalex.org/W3007345209","https://openalex.org/W3037913917","https://openalex.org/W3038022836","https://openalex.org/W3069154721","https://openalex.org/W3091635927","https://openalex.org/W3092462694","https://openalex.org/W3094502228","https://openalex.org/W3097060730","https://openalex.org/W3100779497","https://openalex.org/W3106313084","https://openalex.org/W3107252718","https://openalex.org/W3113370935","https://openalex.org/W3127805556","https://openalex.org/W3135287914","https://openalex.org/W3138516171","https://openalex.org/W3150815828","https://openalex.org/W3156953231","https://openalex.org/W3192261211","https://openalex.org/W3194922990","https://openalex.org/W3204937802","https://openalex.org/W3205898187","https://openalex.org/W3211490618","https://openalex.org/W4200580682","https://openalex.org/W4214612132","https://openalex.org/W4221166842","https://openalex.org/W4240592325","https://openalex.org/W4285876308","https://openalex.org/W4287788058","https://openalex.org/W4300073819","https://openalex.org/W4300427714","https://openalex.org/W4313066135","https://openalex.org/W4313427331","https://openalex.org/W4318619660","https://openalex.org/W4385245566","https://openalex.org/W6640109428","https://openalex.org/W6728757088","https://openalex.org/W6738383168","https://openalex.org/W6739901393","https://openalex.org/W6741802007","https://openalex.org/W6745265922","https://openalex.org/W6752029299","https://openalex.org/W6755988804","https://openalex.org/W6757292943","https://openalex.org/W6759238902","https://openalex.org/W6765541894","https://openalex.org/W6765754886","https://openalex.org/W6773813173","https://openalex.org/W6773817997","https://openalex.org/W6774120287","https://openalex.org/W6776694729","https://openalex.org/W6779269186","https://openalex.org/W6781261554","https://openalex.org/W6784094891","https://openalex.org/W6784333009","https://openalex.org/W6787254463","https://openalex.org/W6797399245","https://openalex.org/W6810661123","https://openalex.org/W6841242722","https://openalex.org/W6848363738"],"related_works":["https://openalex.org/W2366403280","https://openalex.org/W1495108544","https://openalex.org/W2091301346","https://openalex.org/W3148229873","https://openalex.org/W4389760904","https://openalex.org/W2150160875","https://openalex.org/W4242223894","https://openalex.org/W4306886878","https://openalex.org/W1517524280","https://openalex.org/W4390942716"],"abstract_inverted_index":{"Video":[0,43,104],"summarization":[1,53],"aims":[2],"to":[3,7,25,48,76,95],"extract":[4],"representative":[5],"frames":[6],"retain":[8],"high-level":[9],"information.":[10,34],"Increasing":[11],"concerns":[12],"about":[13],"privacy":[14],"issues":[15],"have":[16],"been":[17],"raised":[18],"because":[19],"conventional":[20,86],"large-scale":[21],"training":[22],"requires":[23],"users":[24],"upload":[26],"video":[27,52,56],"samples":[28],"that":[29,108],"may":[30],"inevitably":[31],"release":[32],"sensitive":[33],"In":[35],"this":[36],"paper,":[37],"we":[38,98],"thoroughly":[39],"discuss":[40],"the":[41,82,91,100,121],"Federated":[42,103],"Summarization":[44,105],"problem,":[45],"i.e.,":[46],"how":[47],"obtain":[49],"a":[50,71,112,126],"robust":[51],"model":[54],"when":[55],"data":[57,62],"is":[58],"distributed":[59],"on":[60,140],"private":[61],"islands.":[63],"Our":[64],"key":[65],"contribution":[66],"includes":[67],"1)":[68],"We":[69,118],"propose":[70,99],"fundamental":[72],"Frame-Based":[73],"aggregation":[74,84],"method":[75],"video-related":[77],"tasks,":[78],"which":[79,130],"differs":[80],"from":[81],"sample-based":[83],"in":[85],"FedAvg.":[87],"2)":[88],"To":[89],"mitigate":[90],"heterogeneous":[92],"distribution":[93],"due":[94],"community":[96],"diversity,":[97],"Community-Aware":[101],"Clustering":[102],"Framework":[106],"(CFed-VS)":[107],"clusters":[109],"clients":[110],"via":[111,134],"novel":[113],"data-driven":[114],"clustering":[115],"approach.":[116],"3)":[117],"further":[119],"tackle":[120],"challenging":[122],"non-IID":[123],"setting":[124],"with":[125],"proposed":[127],"Mixture":[128],"Transformer,":[129],"manifests":[131],"state-of-the-art":[132],"performance":[133],"extensive":[135],"quantitative":[136],"and":[137,142],"qualitative":[138],"experiments":[139],"TVSum":[141],"SumMe":[143],"datasets.":[144]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}