{"id":"https://openalex.org/W2890579984","doi":"https://doi.org/10.1145/3301293.3302366","title":"Scaling Video Analytics Systems to Large Camera Deployments","display_name":"Scaling Video Analytics Systems to Large Camera Deployments","publication_year":2019,"publication_date":"2019-02-22","ids":{"openalex":"https://openalex.org/W2890579984","doi":"https://doi.org/10.1145/3301293.3302366","mag":"2890579984"},"language":"en","primary_location":{"id":"doi:10.1145/3301293.3302366","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3301293.3302366","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3301293.3302366","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th International Workshop on Mobile Computing Systems and Applications","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3301293.3302366","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073058165","display_name":"Samvit Jain","orcid":null},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Samvit Jain","raw_affiliation_strings":["University of California at Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California at Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031071237","display_name":"Ganesh Ananthanarayanan","orcid":"https://orcid.org/0000-0002-7479-1664"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ganesh Ananthanarayanan","raw_affiliation_strings":["Microsoft Research, Redmond, WA, USA"],"affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103258769","display_name":"Junchen Jiang","orcid":"https://orcid.org/0000-0002-6877-1683"},"institutions":[{"id":"https://openalex.org/I40347166","display_name":"University of Chicago","ror":"https://ror.org/024mw5h28","country_code":"US","type":"education","lineage":["https://openalex.org/I40347166"]},{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Junchen Jiang","raw_affiliation_strings":["University of Chicago, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"University of Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I40347166","https://openalex.org/I39422238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016472874","display_name":"Yuanchao Shu","orcid":"https://orcid.org/0000-0002-9542-7095"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuanchao Shu","raw_affiliation_strings":["Microsoft Research, Redmond, WA, USA"],"affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072427753","display_name":"Joseph E. Gonzalez","orcid":"https://orcid.org/0000-0003-2921-956X"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph Gonzalez","raw_affiliation_strings":["University of California at Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California at Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5073058165"],"corresponding_institution_ids":["https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":4.4953,"has_fulltext":true,"cited_by_count":69,"citation_normalized_percentile":{"value":0.9566972,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"9","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9987999796867371,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9987999796867371,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9973000288009644,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9939000010490417,"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/analytics","display_name":"Analytics","score":0.786044716835022},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7736221551895142},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.6242512464523315},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4646014869213104},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4365310072898865},{"id":"https://openalex.org/keywords/video-camera","display_name":"Video camera","score":0.4257756769657135},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3943086862564087},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36403143405914307},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3487603962421417},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.34255436062812805},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.09019231796264648}],"concepts":[{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.786044716835022},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7736221551895142},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.6242512464523315},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4646014869213104},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4365310072898865},{"id":"https://openalex.org/C2778852477","wikidata":"https://www.wikidata.org/wiki/Q313614","display_name":"Video camera","level":2,"score":0.4257756769657135},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3943086862564087},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36403143405914307},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3487603962421417},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34255436062812805},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.09019231796264648},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3301293.3302366","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3301293.3302366","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3301293.3302366","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th International Workshop on Mobile Computing Systems and Applications","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3301293.3302366","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3301293.3302366","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3301293.3302366","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th International Workshop on Mobile Computing Systems and Applications","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2775513529","display_name":null,"funder_award_id":"1730628","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G575632154","display_name":null,"funder_award_id":"CISE Expeditions Award CCF-1730628","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6404126523","display_name":null,"funder_award_id":"CCF-173062","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7623588762","display_name":null,"funder_award_id":"NSF CISE Expeditions Award CCF-1730628","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320310598","display_name":"Amazon Web Services","ror":"https://ror.org/04mv4n011"},{"id":"https://openalex.org/F4320316785","display_name":"VMware","ror":null},{"id":"https://openalex.org/F4320330001","display_name":"Ant Financial Services Group","ror":null},{"id":"https://openalex.org/F4320332169","display_name":"Directorate for Computer and Information Science and Engineering","ror":"https://ror.org/025kzpk63"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2890579984.pdf","grobid_xml":"https://content.openalex.org/works/W2890579984.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W651016110","https://openalex.org/W1821462560","https://openalex.org/W1969299781","https://openalex.org/W1974433290","https://openalex.org/W2004255221","https://openalex.org/W2029016069","https://openalex.org/W2086402015","https://openalex.org/W2101788345","https://openalex.org/W2104758712","https://openalex.org/W2105561450","https://openalex.org/W2111200615","https://openalex.org/W2163072399","https://openalex.org/W2163961697","https://openalex.org/W2189465200","https://openalex.org/W2468875367","https://openalex.org/W2518304558","https://openalex.org/W2520757991","https://openalex.org/W2550742086","https://openalex.org/W2569164774","https://openalex.org/W2586899202","https://openalex.org/W2599379624","https://openalex.org/W2608015200","https://openalex.org/W2614058795","https://openalex.org/W2625157458","https://openalex.org/W2752236330","https://openalex.org/W2860338957","https://openalex.org/W2885829265","https://openalex.org/W2896225285","https://openalex.org/W2897268228","https://openalex.org/W2951254243","https://openalex.org/W2962923976","https://openalex.org/W2963037989","https://openalex.org/W2963901085","https://openalex.org/W3103203826","https://openalex.org/W4300395683"],"related_works":["https://openalex.org/W2000785801","https://openalex.org/W986318368","https://openalex.org/W2384410913","https://openalex.org/W2352878646","https://openalex.org/W2004734601","https://openalex.org/W2130149817","https://openalex.org/W2990194547","https://openalex.org/W1480123525","https://openalex.org/W2620865396","https://openalex.org/W77977451"],"abstract_inverted_index":{"Driven":[0],"by":[1,57],"advances":[2],"in":[3,66,119,147],"computer":[4],"vision":[5],"and":[6,39,121,143,154,169],"the":[7,21,48,93,133,136],"falling":[8],"costs":[9],"of":[10,24,50,135],"camera":[11,33,51,106,167],"hardware,":[12],"organizations":[13],"are":[14],"deploying":[15],"video":[16,29,64,102,149,163],"cameras":[17],"en":[18],"masse":[19],"for":[20,161,173],"spatial":[22],"monitoring":[23],"their":[25],"physical":[26],"premises.":[27],"Scaling":[28],"analytics":[30,65,164],"to":[31,47,113,130,165],"massive":[32],"deployments,":[34],"however,":[35],"presents":[36],"a":[37,58,68,159,171],"new":[38],"mounting":[40],"challenge,":[41],"as":[42,78],"compute":[43],"cost":[44,71],"grows":[45,72],"proportionally":[46],"number":[49],"feeds.":[52],"This":[53],"paper":[54],"is":[55,95,100],"driven":[56],"simple":[59],"question:":[60],"can":[61,127],"we":[62,79,157],"scale":[63],"such":[67],"way":[69],"that":[70,101],"sublinearly,":[73],"or":[74,88],"even":[75,89],"remains":[76,86],"constant,":[77],"deploy":[80],"more":[81],"cameras,":[82],"while":[83],"inference":[84,137],"accuracy":[85],"stable,":[87],"improves.":[90],"We":[91],"believe":[92],"answer":[94],"yes.":[96],"Our":[97],"key":[98],"observation":[99],"feeds":[103],"from":[104],"wide-area":[105],"deployments":[107],"demonstrate":[108],"significant":[109],"content":[110],"correlations":[111,126],"(e.g.":[112],"other":[114],"geographically":[115],"proximate":[116],"feeds),":[117],"both":[118,141],"space":[120],"over":[122],"time.":[123],"These":[124],"spatio-temporal":[125],"be":[128],"harnessed":[129],"dramatically":[131],"reduce":[132],"size":[134],"search":[138],"space,":[139],"decreasing":[140],"workload":[142],"false":[144],"positive":[145],"rates":[146],"multi-camera":[148],"analytics.":[150],"By":[151],"discussing":[152],"use-cases":[153],"technical":[155],"challenges,":[156],"propose":[158],"roadmap":[160],"scaling":[162],"large":[166],"networks,":[168],"outline":[170],"plan":[172],"its":[174],"realization.":[175]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}