{"id":"https://openalex.org/W4387677966","doi":"https://doi.org/10.1109/icac57885.2023.10275155","title":"Quantization and Deployment Study of Classification Models for Embedded Platforms","display_name":"Quantization and Deployment Study of Classification Models for Embedded Platforms","publication_year":2023,"publication_date":"2023-08-30","ids":{"openalex":"https://openalex.org/W4387677966","doi":"https://doi.org/10.1109/icac57885.2023.10275155"},"language":"en","primary_location":{"id":"doi:10.1109/icac57885.2023.10275155","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icac57885.2023.10275155","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 28th International Conference on Automation and Computing (ICAC)","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/A5101747161","display_name":"Zihan Huang","orcid":"https://orcid.org/0000-0003-3094-9017"},"institutions":[{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihan Huang","raw_affiliation_strings":["School of Software Engineering, Chengdu University of Information Technology,Chengdu,China","School of Software Engineering, Chengdu University of Information Technology, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology,Chengdu,China","institution_ids":["https://openalex.org/I24201400"]},{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology, Chengdu, China","institution_ids":["https://openalex.org/I24201400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100684974","display_name":"Jin Jin","orcid":"https://orcid.org/0000-0003-3745-3233"},"institutions":[{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Jin","raw_affiliation_strings":["School of Software Engineering, Chengdu University of Information Technology,Chengdu,China","School of Software Engineering, Chengdu University of Information Technology, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology,Chengdu,China","institution_ids":["https://openalex.org/I24201400"]},{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology, Chengdu, China","institution_ids":["https://openalex.org/I24201400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101538636","display_name":"Chaolong Zhang","orcid":"https://orcid.org/0000-0003-4990-4636"},"institutions":[{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaolong Zhang","raw_affiliation_strings":["School of Software Engineering, Chengdu University of Information Technology,Chengdu,China","School of Software Engineering, Chengdu University of Information Technology, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology,Chengdu,China","institution_ids":["https://openalex.org/I24201400"]},{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology, Chengdu, China","institution_ids":["https://openalex.org/I24201400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100745405","display_name":"Zhijie Xu","orcid":"https://orcid.org/0000-0002-0524-5926"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhijie Xu","raw_affiliation_strings":["School of Computing &#x0026; Engineering, University of Hudderseld,Queensgate, Hudderseld,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing &#x0026; Engineering, University of Hudderseld,Queensgate, Hudderseld,UK","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014140423","display_name":"Yuanping Xu","orcid":"https://orcid.org/0000-0002-4536-6220"},"institutions":[{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanping Xu","raw_affiliation_strings":["School of Software Engineering, Chengdu University of Information Technology,Chengdu,China","School of Software Engineering, Chengdu University of Information Technology, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology,Chengdu,China","institution_ids":["https://openalex.org/I24201400"]},{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology, Chengdu, China","institution_ids":["https://openalex.org/I24201400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023399885","display_name":"Chao Kong","orcid":"https://orcid.org/0000-0003-1291-4881"},"institutions":[{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Kong","raw_affiliation_strings":["School of Software Engineering, Chengdu University of Information Technology,Chengdu,China","School of Software Engineering, Chengdu University of Information Technology, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology,Chengdu,China","institution_ids":["https://openalex.org/I24201400"]},{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology, Chengdu, China","institution_ids":["https://openalex.org/I24201400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101433041","display_name":"Wen Qin","orcid":"https://orcid.org/0000-0001-8966-7722"},"institutions":[{"id":"https://openalex.org/I4210117337","display_name":"Neijiang Normal University","ror":"https://ror.org/02bc8tz70","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210117337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qin Wen","raw_affiliation_strings":["College of artificial intelligence, Neijiang Normal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of artificial intelligence, Neijiang Normal University","institution_ids":["https://openalex.org/I4210117337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100712291","display_name":"Dan Tang","orcid":"https://orcid.org/0000-0002-3080-462X"},"institutions":[{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dan Tang","raw_affiliation_strings":["School of Software Engineering, Chengdu University of Information Technology,Chengdu,China","School of Software Engineering, Chengdu University of Information Technology, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology,Chengdu,China","institution_ids":["https://openalex.org/I24201400"]},{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology, Chengdu, China","institution_ids":["https://openalex.org/I24201400"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1123,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.41521062,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9994999766349792,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9994999766349792,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9986000061035156,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9959999918937683,"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/quantization","display_name":"Quantization (signal processing)","score":0.8663623332977295},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7687747478485107},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7459787130355835},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6477440595626831},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.44929826259613037},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.4424428939819336},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.43630585074424744},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41410893201828003},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3631884455680847},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35034674406051636},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2482406198978424}],"concepts":[{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.8663623332977295},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7687747478485107},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7459787130355835},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6477440595626831},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.44929826259613037},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.4424428939819336},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.43630585074424744},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41410893201828003},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3631884455680847},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35034674406051636},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2482406198978424},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icac57885.2023.10275155","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icac57885.2023.10275155","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 28th International Conference on Automation and Computing (ICAC)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:publications/b267dcba-4b9a-4a44-bd64-09d1e3132c1e","is_oa":false,"landing_page_url":"https://pure.hud.ac.uk/en/publications/b267dcba-4b9a-4a44-bd64-09d1e3132c1e","pdf_url":null,"source":{"id":"https://openalex.org/S4306402508","display_name":"Huddersfield Research Portal (University of Huddersfield)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I133837150","host_organization_name":"University of Huddersfield","host_organization_lineage":["https://openalex.org/I133837150"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Huang, Z, Jin, J, Zhang, C, Xu, Z, Xu, Y, Kong, C, Wen, Q & Tang, D 2023, Quantization and Deployment Study of Classification Models for Embedded Platforms. in 2023 28th International Conference on Automation and Computing : ICAC 2023., 10275155, Institute of Electrical and Electronics Engineers Inc., 28th International Conference on Automation and Computing, Birmingham, United Kingdom, 30/08/23. https://doi.org/10.1109/ICAC57885.2023.10275155","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.4399999976158142}],"awards":[{"id":"https://openalex.org/G5580186096","display_name":null,"funder_award_id":"61203172","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2024165284","https://openalex.org/W2069633766","https://openalex.org/W2194775991","https://openalex.org/W2610034660","https://openalex.org/W2765752351","https://openalex.org/W2809624076","https://openalex.org/W2964133305","https://openalex.org/W2972574632","https://openalex.org/W3174529902","https://openalex.org/W3177562315","https://openalex.org/W3193610036","https://openalex.org/W3213905427","https://openalex.org/W4244387609","https://openalex.org/W4287118909","https://openalex.org/W4313450353","https://openalex.org/W6753069482","https://openalex.org/W6796815506"],"related_works":["https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W3204400881","https://openalex.org/W3214410901","https://openalex.org/W3204296682","https://openalex.org/W3183118997","https://openalex.org/W2917767146"],"abstract_inverted_index":{"Deep":[0],"learning":[1],"models":[2,26,46],"find":[3],"extensive":[4],"applications":[5],"across":[6],"various":[7],"domains.":[8],"However,":[9],"their":[10],"large":[11],"number":[12],"of":[13,56],"parameters,":[14],"high":[15],"storage":[16,105],"requirements,":[17],"and":[18,43,54,64,72],"computational":[19],"overhead":[20],"pose":[21],"challenges":[22],"for":[23],"deploying":[24],"these":[25],"on":[27,34,47,106],"resource-constrained":[28],"embedded":[29,48,107],"devices.":[30,49,108],"This":[31],"study":[32],"focuses":[33],"addressing":[35],"this":[36],"issue":[37],"by":[38,60,90],"exploring":[39],"techniques":[40],"to":[41,80,85],"optimize":[42],"deploy":[44],"lightweight":[45],"The":[50,93],"approach":[51],"involves":[52],"optimization":[53],"adjustment":[55],"the":[57,81,117],"model,":[58],"followed":[59],"model":[61,70,91,102],"conversion,":[62],"quantization,":[63],"quantization":[65,82,99],"calibration,":[66],"aimed":[67],"at":[68],"reducing":[69],"size":[71],"improving":[73],"inference":[74,118],"speed.":[75],"Notably,":[76],"improvements":[77],"are":[78],"made":[79],"calibration":[83],"algorithm":[84],"mitigate":[86],"accuracy":[87],"loss":[88],"caused":[89],"quantization.":[92],"experimental":[94],"results":[95],"demonstrate":[96],"that":[97],"light":[98],"significantly":[100],"reduces":[101],"size,":[103],"facilitating":[104],"Although":[109],"there":[110],"is":[111,120],"a":[112],"slight":[113],"reduction":[114],"in":[115,128],"accuracy,":[116],"speed":[119],"substantially":[121],"improved,":[122],"enabling":[123],"real-time":[124],"human":[125],"face":[126],"recognition":[127],"video":[129],"scenarios.":[130]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
