{"id":"https://openalex.org/W4221120919","doi":"https://doi.org/10.1145/3517207.3526978","title":"Deep learning on microcontrollers","display_name":"Deep learning on microcontrollers","publication_year":2022,"publication_date":"2022-03-29","ids":{"openalex":"https://openalex.org/W4221120919","doi":"https://doi.org/10.1145/3517207.3526978"},"language":"en","primary_location":{"id":"doi:10.1145/3517207.3526978","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3517207.3526978","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3517207.3526978","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd European Workshop on Machine Learning and Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3517207.3526978","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036303644","display_name":"Filip Svoboda","orcid":"https://orcid.org/0000-0002-3183-6711"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Filip Svoboda","raw_affiliation_strings":["University of Cambridge"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031116318","display_name":"Javier Fern\u00e1ndez-Marqu\u00e9s","orcid":null},"institutions":[{"id":"https://openalex.org/I4210101778","display_name":"Samsung (United States)","ror":"https://ror.org/01bfbvm65","country_code":"US","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210101778"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Javier Fernandez-Marques","raw_affiliation_strings":["Samsung AI"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung AI","institution_ids":["https://openalex.org/I4210101778"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045610499","display_name":"Edgar Liberis","orcid":"https://orcid.org/0000-0002-2621-2285"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Edgar Liberis","raw_affiliation_strings":["University of Cambridge"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045638679","display_name":"Nicholas D. Lane","orcid":"https://orcid.org/0000-0002-2728-8273"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]},{"id":"https://openalex.org/I4210101778","display_name":"Samsung (United States)","ror":"https://ror.org/01bfbvm65","country_code":"US","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210101778"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Nicholas D. Lane","raw_affiliation_strings":["University of Cambridge and Samsung AI"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cambridge and Samsung AI","institution_ids":["https://openalex.org/I241749","https://openalex.org/I4210101778"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"54","last_page":"63"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9973999857902527,"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":0.9973999857902527,"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":0.9959999918937683,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9894000291824341,"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/microcontroller","display_name":"Microcontroller","score":0.8215196132659912},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.7798974514007568},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7300491333007812},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.6073834896087646},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.54535973072052},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4867537021636963},{"id":"https://openalex.org/keywords/hierarchy","display_name":"Hierarchy","score":0.4252331852912903},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3387554883956909},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.299208402633667},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.19030293822288513}],"concepts":[{"id":"https://openalex.org/C173018170","wikidata":"https://www.wikidata.org/wiki/Q165678","display_name":"Microcontroller","level":2,"score":0.8215196132659912},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7798974514007568},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7300491333007812},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.6073834896087646},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.54535973072052},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4867537021636963},{"id":"https://openalex.org/C31170391","wikidata":"https://www.wikidata.org/wiki/Q188619","display_name":"Hierarchy","level":2,"score":0.4252331852912903},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3387554883956909},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.299208402633667},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.19030293822288513},{"id":"https://openalex.org/C34447519","wikidata":"https://www.wikidata.org/wiki/Q179522","display_name":"Market economy","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3517207.3526978","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3517207.3526978","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3517207.3526978","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd European Workshop on Machine Learning and Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3517207.3526978","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3517207.3526978","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3517207.3526978","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd European Workshop on Machine Learning and Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2938845516","display_name":"MOA: High Efficiency Deep Learning for Embedded and Mobile Platforms (Full EPSRC Fellowship Submission)","funder_award_id":"EP/S001530/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G4234352910","display_name":"IRC Next Steps Plus : OPERA - Opportunistic Passive Radar for Non-Cooperative Contextual Sensing","funder_award_id":"EP/R018677/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G6082034655","display_name":null,"funder_award_id":"EP/R018677/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G8099590239","display_name":null,"funder_award_id":"EP/S001530","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4221120919.pdf","grobid_xml":"https://content.openalex.org/works/W4221120919.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1981276685","https://openalex.org/W1992371956","https://openalex.org/W1999085092","https://openalex.org/W2026293753","https://openalex.org/W2060108852","https://openalex.org/W2060688614","https://openalex.org/W2070167224","https://openalex.org/W2107745473","https://openalex.org/W2108598243","https://openalex.org/W2260498192","https://openalex.org/W2585720638","https://openalex.org/W2619890685","https://openalex.org/W2772345051","https://openalex.org/W2886851211","https://openalex.org/W2905515056","https://openalex.org/W2963145956","https://openalex.org/W2963163009","https://openalex.org/W2964130437","https://openalex.org/W3160945783","https://openalex.org/W6739000085"],"related_works":["https://openalex.org/W4316095964","https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W4256492088","https://openalex.org/W2383001583","https://openalex.org/W632915154"],"abstract_inverted_index":{"Microcontrollers":[0],"are":[1,96],"an":[2],"attractive":[3],"deployment":[4,109],"target":[5],"due":[6,27],"to":[7,22,28,87,90],"their":[8],"low":[9],"cost,":[10],"modest":[11],"power":[12],"usage":[13],"and":[14,38,50,76,79,94],"abundance":[15],"in":[16],"the":[17,48,61,65,68,107],"wild.":[18],"However,":[19],"deploying":[20,86],"models":[21],"such":[23],"hardware":[24],"is":[25],"non-trivial":[26],"a":[29,100],"small":[30],"amount":[31],"of":[32,52,67,74,102,110],"on-chip":[33],"RAM":[34],"(often":[35],"<":[36],"512KB)":[37],"limited":[39],"compute":[40],"capabilities.":[41],"In":[42],"this":[43],"work,":[44],"we":[45,58],"delve":[46],"into":[47,99],"requirements":[49],"challenges":[51],"fast":[53],"DNN":[54],"inference":[55],"on":[56,113],"MCUs:":[57],"describe":[59],"how":[60],"memory":[62],"hierarchy":[63],"influences":[64],"architecture":[66],"model,":[69],"expose":[70],"often":[71],"under-reported":[72],"costs":[73],"compression":[75],"quantization":[77],"techniques,":[78],"highlight":[80],"issues":[81],"that":[82,104],"become":[83],"critical":[84],"when":[85],"MCUs":[88],"compared":[89],"mobiles.":[91],"Our":[92],"findings":[93],"experiences":[95],"also":[97],"distilled":[98],"set":[101],"guidelines":[103],"should":[105],"ease":[106],"future":[108],"DNN-based":[111],"applications":[112],"microcontrollers.":[114]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
