{"id":"https://openalex.org/W3162914068","doi":"https://doi.org/10.1109/icassp39728.2021.9413867","title":"Allocating DNN Layers Computation Between Front-End Devices and The Cloud Server for Video Big Data Processing","display_name":"Allocating DNN Layers Computation Between Front-End Devices and The Cloud Server for Video Big Data Processing","publication_year":2021,"publication_date":"2021-05-13","ids":{"openalex":"https://openalex.org/W3162914068","doi":"https://doi.org/10.1109/icassp39728.2021.9413867","mag":"3162914068"},"language":"en","primary_location":{"id":"doi:10.1109/icassp39728.2021.9413867","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp39728.2021.9413867","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5075870245","display_name":"Peiyin Xing","orcid":"https://orcid.org/0000-0002-7420-4482"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Peiyin Xing","raw_affiliation_strings":["School of EECS, Peking University, Beijing, P.R. China"],"affiliations":[{"raw_affiliation_string":"School of EECS, Peking University, Beijing, P.R. China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100373390","display_name":"Xiaofei Liu","orcid":"https://orcid.org/0000-0002-1650-2625"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Liu","raw_affiliation_strings":["School of EECS, Peking University, Beijing, P.R. China"],"affiliations":[{"raw_affiliation_string":"School of EECS, Peking University, Beijing, P.R. China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070755370","display_name":"Peixi Peng","orcid":"https://orcid.org/0000-0002-7427-8764"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peixi Peng","raw_affiliation_strings":["School of EECS, Peking University, Beijing, P.R. China"],"affiliations":[{"raw_affiliation_string":"School of EECS, Peking University, Beijing, P.R. China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058066577","display_name":"Tiejun Huang","orcid":"https://orcid.org/0000-0002-4234-6099"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tiejun Huang","raw_affiliation_strings":["School of EECS, Peking University, Beijing, P.R. China"],"affiliations":[{"raw_affiliation_string":"School of EECS, Peking University, Beijing, P.R. China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023918894","display_name":"Yonghong Tian","orcid":"https://orcid.org/0000-0002-2978-5935"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yonghong Tian","raw_affiliation_strings":["Pengcheng Laboratory, Shenzhen, P.R. China","School of EECS, Peking University, Beijing, P.R. China"],"affiliations":[{"raw_affiliation_string":"Pengcheng Laboratory, Shenzhen, P.R. China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"School of EECS, Peking University, Beijing, P.R. China","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5075870245"],"corresponding_institution_ids":["https://openalex.org/I20231570"],"apc_list":null,"apc_paid":null,"fwci":0.1003,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.40787536,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"8483","last_page":"8487"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9983999729156494,"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":0.8123373985290527},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8001031875610352},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.7999612092971802},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.7956534624099731},{"id":"https://openalex.org/keywords/front-and-back-ends","display_name":"Front and back ends","score":0.5319082140922546},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.5309808850288391},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4677337110042572},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3930073082447052},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.34992292523384094},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2928891181945801},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21177366375923157},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.17614144086837769},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.09665387868881226},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.0721636414527893}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8123373985290527},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8001031875610352},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.7999612092971802},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.7956534624099731},{"id":"https://openalex.org/C53016008","wikidata":"https://www.wikidata.org/wiki/Q620167","display_name":"Front and back ends","level":2,"score":0.5319082140922546},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5309808850288391},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4677337110042572},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3930073082447052},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34992292523384094},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2928891181945801},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21177366375923157},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.17614144086837769},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.09665387868881226},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0721636414527893}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp39728.2021.9413867","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp39728.2021.9413867","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"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"},{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W24089286","https://openalex.org/W2102605133","https://openalex.org/W2117539524","https://openalex.org/W2143612262","https://openalex.org/W2156303437","https://openalex.org/W2605258629","https://openalex.org/W2749544970","https://openalex.org/W2795210153","https://openalex.org/W2905282361","https://openalex.org/W2912654452","https://openalex.org/W2918274546","https://openalex.org/W2962790536","https://openalex.org/W2963770864","https://openalex.org/W2975749976","https://openalex.org/W2981114133","https://openalex.org/W3105214483","https://openalex.org/W6600983433","https://openalex.org/W6682864246","https://openalex.org/W6748019619"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W2092530219","https://openalex.org/W2388464034","https://openalex.org/W4223488648","https://openalex.org/W2533125852","https://openalex.org/W2140460949","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W2560439919","https://openalex.org/W4389340727"],"abstract_inverted_index":{"With":[0],"the":[1,14,29,38,44,49,62,66,73,79,82,87,103],"development":[2],"of":[3,28,31,59,86],"intelligent":[4],"hardware,":[5],"front-end":[6,39,63],"devices":[7,64],"can":[8,18,34,42],"also":[9],"perform":[10],"DNN":[11,32,60,74],"computation.":[12],"Moreover,":[13],"deep":[15],"neural":[16],"network":[17],"be":[19,35],"divided":[20],"into":[21],"several":[22],"layers.":[23],"In":[24,69],"this":[25],"way,":[26],"part":[27],"computation":[30,56],"models":[33],"migrated":[36],"to":[37,78],"devices,":[40],"which":[41,91],"alleviate":[43],"cloud":[45,67],"burden":[46],"and":[47,65,81],"shorten":[48],"processing":[50,88],"latency.":[51,97],"This":[52],"paper":[53],"proposes":[54],"a":[55,94],"allocation":[57],"algorithm":[58],"between":[61],"server.":[68],"brief,":[70],"we":[71,92],"divide":[72],"layers":[75],"dynamically":[76],"according":[77],"current":[80],"predicted":[83],"future":[84],"status":[85],"system,":[89],"by":[90],"obtain":[93],"shorter":[95],"end-to-end":[96],"The":[98],"simulation":[99],"results":[100],"reveal":[101],"that":[102],"overall":[104],"latency":[105],"reduction":[106],"is":[107],"more":[108],"than":[109],"70%":[110],"compared":[111],"with":[112],"traditional":[113],"cloud-centered":[114],"processing.":[115]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}