{"id":"https://openalex.org/W4411725271","doi":"https://doi.org/10.1109/iscas56072.2025.11044227","title":"Bit-Width-Aware Design Environment for Few-Shot Learning on Edge AI Hardware","display_name":"Bit-Width-Aware Design Environment for Few-Shot Learning on Edge AI Hardware","publication_year":2025,"publication_date":"2025-05-25","ids":{"openalex":"https://openalex.org/W4411725271","doi":"https://doi.org/10.1109/iscas56072.2025.11044227"},"language":"en","primary_location":{"id":"doi:10.1109/iscas56072.2025.11044227","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas56072.2025.11044227","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2602.16024","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102807883","display_name":"R. Kanda","orcid":"https://orcid.org/0000-0002-0249-2825"},"institutions":[{"id":"https://openalex.org/I201537933","display_name":"Tohoku University","ror":"https://ror.org/01dq60k83","country_code":"JP","type":"education","lineage":["https://openalex.org/I201537933"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"R. Kanda","raw_affiliation_strings":["Tohoku University,Research Institute of Electrical Communication,Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tohoku University,Research Institute of Electrical Communication,Japan","institution_ids":["https://openalex.org/I201537933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005754790","display_name":"Hugo Le Blevec","orcid":null},"institutions":[{"id":"https://openalex.org/I161929037","display_name":"Universit\u00e9 de Bretagne Occidentale","ror":"https://ror.org/01b8h3982","country_code":"FR","type":"education","lineage":["https://openalex.org/I161929037"]},{"id":"https://openalex.org/I4210123702","display_name":"Laboratoire des Sciences et Techniques de l\u2019Information de la Communication et de la Connaissance","ror":"https://ror.org/0266kfd37","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I180375564","https://openalex.org/I201181511","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I4210123702","https://openalex.org/I4210127572","https://openalex.org/I4210145102","https://openalex.org/I4210148559","https://openalex.org/I4210159245","https://openalex.org/I4405260085"]},{"id":"https://openalex.org/I4210127572","display_name":"IMT Atlantique","ror":"https://ror.org/030hj3061","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210127572"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"H. L. Blevec","raw_affiliation_strings":["IMT Atlantique, Lab-STICC,Brest,France,F-29238"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IMT Atlantique, Lab-STICC,Brest,France,F-29238","institution_ids":["https://openalex.org/I161929037","https://openalex.org/I4210123702","https://openalex.org/I4210127572"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049740452","display_name":"Naoya Onizawa","orcid":"https://orcid.org/0000-0002-4855-7081"},"institutions":[{"id":"https://openalex.org/I201537933","display_name":"Tohoku University","ror":"https://ror.org/01dq60k83","country_code":"JP","type":"education","lineage":["https://openalex.org/I201537933"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"N. Onizawa","raw_affiliation_strings":["Tohoku University,Research Institute of Electrical Communication,Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tohoku University,Research Institute of Electrical Communication,Japan","institution_ids":["https://openalex.org/I201537933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071781186","display_name":"Mathieu L\u00e9onardon","orcid":"https://orcid.org/0000-0002-9973-843X"},"institutions":[{"id":"https://openalex.org/I161929037","display_name":"Universit\u00e9 de Bretagne Occidentale","ror":"https://ror.org/01b8h3982","country_code":"FR","type":"education","lineage":["https://openalex.org/I161929037"]},{"id":"https://openalex.org/I4210123702","display_name":"Laboratoire des Sciences et Techniques de l\u2019Information de la Communication et de la Connaissance","ror":"https://ror.org/0266kfd37","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I180375564","https://openalex.org/I201181511","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I4210123702","https://openalex.org/I4210127572","https://openalex.org/I4210145102","https://openalex.org/I4210148559","https://openalex.org/I4210159245","https://openalex.org/I4405260085"]},{"id":"https://openalex.org/I4210127572","display_name":"IMT Atlantique","ror":"https://ror.org/030hj3061","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210127572"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"M. Leonardon","raw_affiliation_strings":["IMT Atlantique, Lab-STICC,Brest,France,F-29238"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IMT Atlantique, Lab-STICC,Brest,France,F-29238","institution_ids":["https://openalex.org/I161929037","https://openalex.org/I4210123702","https://openalex.org/I4210127572"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068330560","display_name":"Vincent Gripon","orcid":"https://orcid.org/0000-0002-4353-4542"},"institutions":[{"id":"https://openalex.org/I161929037","display_name":"Universit\u00e9 de Bretagne Occidentale","ror":"https://ror.org/01b8h3982","country_code":"FR","type":"education","lineage":["https://openalex.org/I161929037"]},{"id":"https://openalex.org/I4210123702","display_name":"Laboratoire des Sciences et Techniques de l\u2019Information de la Communication et de la Connaissance","ror":"https://ror.org/0266kfd37","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I180375564","https://openalex.org/I201181511","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I4210123702","https://openalex.org/I4210127572","https://openalex.org/I4210145102","https://openalex.org/I4210148559","https://openalex.org/I4210159245","https://openalex.org/I4405260085"]},{"id":"https://openalex.org/I4210127572","display_name":"IMT Atlantique","ror":"https://ror.org/030hj3061","country_code":"FR","type":"education","lineage":["https://openalex.org/I205703379","https://openalex.org/I4210127572"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"V. Gripon","raw_affiliation_strings":["IMT Atlantique, Lab-STICC,Brest,France,F-29238"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IMT Atlantique, Lab-STICC,Brest,France,F-29238","institution_ids":["https://openalex.org/I161929037","https://openalex.org/I4210123702","https://openalex.org/I4210127572"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062434040","display_name":"Takahiro Hanyu","orcid":"https://orcid.org/0000-0002-4397-8290"},"institutions":[{"id":"https://openalex.org/I201537933","display_name":"Tohoku University","ror":"https://ror.org/01dq60k83","country_code":"JP","type":"education","lineage":["https://openalex.org/I201537933"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"T. Hanyu","raw_affiliation_strings":["Tohoku University,Research Institute of Electrical Communication,Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tohoku University,Research Institute of Electrical Communication,Japan","institution_ids":["https://openalex.org/I201537933"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9632999897003174,"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"}},"topics":[{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9632999897003174,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9236000180244446,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7465500831604004},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6772924661636353},{"id":"https://openalex.org/keywords/bit","display_name":"Bit (key)","score":0.6336783766746521},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.5526707768440247},{"id":"https://openalex.org/keywords/one-shot","display_name":"One shot","score":0.5096859931945801},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.5070309638977051},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4352293312549591},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.38559719920158386},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.33318281173706055},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25278806686401367},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14853188395500183},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.14205291867256165},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11909148097038269}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7465500831604004},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6772924661636353},{"id":"https://openalex.org/C117011727","wikidata":"https://www.wikidata.org/wiki/Q1278488","display_name":"Bit (key)","level":2,"score":0.6336783766746521},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.5526707768440247},{"id":"https://openalex.org/C2992734406","wikidata":"https://www.wikidata.org/wiki/Q413267","display_name":"One shot","level":2,"score":0.5096859931945801},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.5070309638977051},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4352293312549591},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.38559719920158386},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.33318281173706055},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25278806686401367},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14853188395500183},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.14205291867256165},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11909148097038269},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/iscas56072.2025.11044227","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas56072.2025.11044227","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2602.16024","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2602.16024","pdf_url":"https://arxiv.org/pdf/2602.16024","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:doi:10.48550/arxiv.2602.16024","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:HAL:hal-05237691v1","is_oa":false,"landing_page_url":"https://hal.science/hal-05237691","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE International Symposium on Circuits and Systems (ISCAS 2025), May 2025, Londres, United Kingdom. pp.1-5, ⟨10.1109/ISCAS56072.2025.11044227⟩","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2602.16024","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2602.16024","pdf_url":"https://arxiv.org/pdf/2602.16024","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320338075","display_name":"Core Research for Evolutional Science and Technology","ror":"https://ror.org/00097mb19"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2565125333","https://openalex.org/W2891946740","https://openalex.org/W3034942609","https://openalex.org/W4283517970","https://openalex.org/W4400229761","https://openalex.org/W4402727643"],"related_works":["https://openalex.org/W2497720472","https://openalex.org/W4292659306","https://openalex.org/W3044321615","https://openalex.org/W2806221744","https://openalex.org/W2326937258","https://openalex.org/W394267150","https://openalex.org/W2773965352","https://openalex.org/W4294892107","https://openalex.org/W2357748469","https://openalex.org/W2392917037"],"abstract_inverted_index":{"In":[0],"this":[1],"study,":[2],"we":[3,43],"propose":[4],"an":[5],"implementation":[6],"methodology":[7],"of":[8,35,62,71],"real-time":[9],"few-shot":[10],"learning":[11],"on":[12],"tiny":[13],"FPGA":[14],"SoCs":[15],"such":[16],"as":[17,98],"the":[18,45,75,91,95,99,106],"PYNQ-Z1":[19],"board":[20],"with":[21,50],"arbitrary":[22,51],"fixed-point":[23,33],"bit-widths.":[24,52],"Tensil-based":[25],"conventional":[26,100],"design":[27],"environments":[28],"limited":[29],"hardware":[30],"implementations":[31,49],"to":[32,65,80,89],"bit-widths":[34],"16":[36],"or":[37],"32":[38],"bits.":[39],"To":[40],"address":[41],"this,":[42],"adopt":[44],"FINN":[46],"framework,":[47],"enabling":[48],"Several":[53],"customizations":[54],"and":[55,102],"minor":[56],"adjustments":[57,86],"are":[58],"made,":[59],"including:":[60],"1.Optimization":[61],"Transpose":[63],"nodes":[64],"resolve":[66],"data":[67],"format":[68],"mismatches,":[69],"2.Addition":[70],"handling":[72],"for":[73],"converting":[74],"final":[76],"\"reduce":[77],"mean\"":[78],"operation":[79],"Global":[81],"Average":[82],"Pooling":[83],"(GAP).":[84],"These":[85],"allow":[87],"us":[88],"reduce":[90],"bit-width":[92],"while":[93],"maintaining":[94],"same":[96],"accuracy":[97],"realization,":[101],"achieve":[103],"approximately":[104],"twice":[105],"throughput":[107],"in":[108],"evaluations":[109],"using":[110],"CIFAR-10":[111],"dataset.":[112]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}