{"id":"https://openalex.org/W4388951087","doi":"https://doi.org/10.1109/icccnt56998.2023.10306363","title":"Inference at the Edge for Complex Deep Learning Applications with Multiple Models and Accelerators","display_name":"Inference at the Edge for Complex Deep Learning Applications with Multiple Models and Accelerators","publication_year":2023,"publication_date":"2023-07-06","ids":{"openalex":"https://openalex.org/W4388951087","doi":"https://doi.org/10.1109/icccnt56998.2023.10306363"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt56998.2023.10306363","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icccnt56998.2023.10306363","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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/A5010661903","display_name":"K P Ashwanth","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Ashwanth K","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Amrita School of Computing, Coimbatore,Department of Computer Science and Engineering,India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Amrita School of Computing, Coimbatore,Department of Computer Science and Engineering,India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093327602","display_name":"Dharun Narayanan L K","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dharun Narayanan L K","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Amrita School of Computing, Coimbatore,Department of Computer Science and Engineering,India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Amrita School of Computing, Coimbatore,Department of Computer Science and Engineering,India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093327603","display_name":"Dev Divyendh D","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dev Divyendh D","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Amrita School of Computing, Coimbatore,Department of Computer Science and Engineering,India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Amrita School of Computing, Coimbatore,Department of Computer Science and Engineering,India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093327604","display_name":"Sreehari Krishna S","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sreehari Krishna S","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Amrita School of Computing, Coimbatore,Department of Computer Science and Engineering,India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Amrita School of Computing, Coimbatore,Department of Computer Science and Engineering,India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086523534","display_name":"Vijaya Kumar Sundar","orcid":"https://orcid.org/0000-0002-4456-5818"},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vijaya Kumar Sundar","raw_affiliation_strings":["Amrita Vishwa Vidyapeetham,Amrita School of Computing, Coimbatore,Department of Computer Science and Engineering,India"],"affiliations":[{"raw_affiliation_string":"Amrita Vishwa Vidyapeetham,Amrita School of Computing, Coimbatore,Department of Computer Science and Engineering,India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101528447","display_name":"Priyanka Kumar","orcid":"https://orcid.org/0000-0001-6655-4864"},"institutions":[{"id":"https://openalex.org/I45438204","display_name":"The University of Texas at San Antonio","ror":"https://ror.org/01kd65564","country_code":"US","type":"education","lineage":["https://openalex.org/I45438204"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Priyanka Kumar","raw_affiliation_strings":["University of Texas at San Antonio,Department of Computer Science and Engineering,San Antonio,USA"],"affiliations":[{"raw_affiliation_string":"University of Texas at San Antonio,Department of Computer Science and Engineering,San Antonio,USA","institution_ids":["https://openalex.org/I45438204"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5010661903"],"corresponding_institution_ids":["https://openalex.org/I81556334"],"apc_list":null,"apc_paid":null,"fwci":0.2006,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.52754306,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9983999729156494,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9983999729156494,"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"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9977999925613403,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9937999844551086,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8504618406295776},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6582707762718201},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5999693274497986},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.5514883399009705},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5425949096679688},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5261306762695312},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.48954829573631287},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.471219927072525},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.4592866599559784},{"id":"https://openalex.org/keywords/xml","display_name":"XML","score":0.43664902448654175},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4355523884296417},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.4314422011375427},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.32813385128974915},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.2485341727733612},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2414221465587616},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.17977118492126465}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8504618406295776},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6582707762718201},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5999693274497986},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.5514883399009705},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5425949096679688},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5261306762695312},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.48954829573631287},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.471219927072525},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.4592866599559784},{"id":"https://openalex.org/C8797682","wikidata":"https://www.wikidata.org/wiki/Q2115","display_name":"XML","level":2,"score":0.43664902448654175},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4355523884296417},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.4314422011375427},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.32813385128974915},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.2485341727733612},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2414221465587616},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.17977118492126465},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt56998.2023.10306363","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icccnt56998.2023.10306363","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2520623877","https://openalex.org/W2568772110","https://openalex.org/W2609824095","https://openalex.org/W2750761458","https://openalex.org/W2887317025","https://openalex.org/W2926701059","https://openalex.org/W2945856475","https://openalex.org/W2950865323","https://openalex.org/W2953901595","https://openalex.org/W2963163009","https://openalex.org/W2988271927","https://openalex.org/W3010691265","https://openalex.org/W3017918656","https://openalex.org/W3092198080","https://openalex.org/W3100741579","https://openalex.org/W3107241502","https://openalex.org/W4224100666","https://openalex.org/W6729943144","https://openalex.org/W6754496896","https://openalex.org/W6780284225"],"related_works":["https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4313526662","https://openalex.org/W3111395152","https://openalex.org/W4312996489","https://openalex.org/W3106131444","https://openalex.org/W3216099748","https://openalex.org/W4205963435","https://openalex.org/W4313463379","https://openalex.org/W3214037210"],"abstract_inverted_index":{"In":[0,105,128],"this":[1],"paper,":[2],"we":[3],"demonstrate":[4,152],"the":[5,41,79,96,102,106,109,112,129,132,135,138,153,178],"performance":[6,42],"benefits":[7],"of":[8,22,43,52,82,98,116,123,155],"offloading":[9],"deep":[10,45,170],"learning":[11,46,171],"workloads":[12],"to":[13,54,65,137],"specialized":[14],"hardware":[15],"accelerators":[16,66,99,140],"using":[17],"an":[18],"experimental":[19],"setup":[20],"consisting":[21],"a":[23,50,74],"Raspberry":[24,179],"Pi":[25],"4":[26],"Model":[27],"B":[28],"board":[29],"and":[30,89,125,146],"two":[31],"Intel":[32,156],"Movidius":[33,157],"Neural":[34,158],"Compute":[35,159],"Sticks.":[36],"Our":[37,150],"study":[38],"shows":[39],"that":[40,77],"complex":[44],"applications,":[47],"which":[48],"require":[49],"cluster":[51],"models":[53,64,136],"achieve":[55],"their":[56,69,87,143],"goals,":[57],"can":[58],"be":[59],"improved":[60],"by":[61,85],"assigning":[62],"suitable":[63],"based":[67,119,141],"on":[68,120,142,174],"computational":[70,80,113,147],"requirements.":[71],"We":[72],"propose":[73],"two-step":[75],"algorithm":[76,110,133],"analyzes":[78],"requirements":[81],"each":[83,117],"model":[84,118],"taking":[86],".xml":[88],".bin":[90],"files":[91],"as":[92],"input":[93],"along":[94],"with":[95,101],"number":[97,122],"interfaced":[100],"edge":[103,126],"device.":[104],"first":[107],"step,":[108,131],"calculates":[111],"complexity":[114,148],"score":[115],"its":[121],"tags":[124],"tags.":[127],"second":[130,165],"allocates":[134],"available":[139],"current":[144],"load":[145],"score.":[149],"findings":[151],"effectiveness":[154],"Sticks":[160],"in":[161],"increasing":[162],"frames":[163],"per":[164],"while":[166],"reducing":[167],"latency":[168],"for":[169],"functions":[172],"implemented":[173],"peripheral":[175],"devices":[176],"like":[177],"Pi.":[180]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}