{"id":"https://openalex.org/W4403279181","doi":"https://doi.org/10.1109/sbcci62366.2024.10703997","title":"Image Classification CNNs using the FINN Engine for SRAM-based APSoC in Satellite Applications","display_name":"Image Classification CNNs using the FINN Engine for SRAM-based APSoC in Satellite Applications","publication_year":2024,"publication_date":"2024-09-02","ids":{"openalex":"https://openalex.org/W4403279181","doi":"https://doi.org/10.1109/sbcci62366.2024.10703997"},"language":"en","primary_location":{"id":"doi:10.1109/sbcci62366.2024.10703997","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sbcci62366.2024.10703997","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 37th SBC/SBMicro/IEEE Symposium on Integrated Circuits and Systems Design (SBCCI)","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/A5081881281","display_name":"Arthur F. Ely","orcid":null},"institutions":[{"id":"https://openalex.org/I130442723","display_name":"Universidade Federal do Rio Grande do Sul","ror":"https://ror.org/041yk2d64","country_code":"BR","type":"education","lineage":["https://openalex.org/I130442723"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Arthur F. Ely","raw_affiliation_strings":["Federal University of Rio Grande do Sul (UFRGS),Institute of Informatics &#x2013; PPGC &#x2013; PGMICRO,Porto Alegre,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Rio Grande do Sul (UFRGS),Institute of Informatics &#x2013; PPGC &#x2013; PGMICRO,Porto Alegre,Brazil","institution_ids":["https://openalex.org/I130442723"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069385208","display_name":"F\u00e1bio Benevenuti","orcid":"https://orcid.org/0000-0002-0996-9470"},"institutions":[{"id":"https://openalex.org/I130442723","display_name":"Universidade Federal do Rio Grande do Sul","ror":"https://ror.org/041yk2d64","country_code":"BR","type":"education","lineage":["https://openalex.org/I130442723"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Fabio Benevenuti","raw_affiliation_strings":["Federal University of Rio Grande do Sul (UFRGS),Institute of Informatics &#x2013; PPGC &#x2013; PGMICRO,Porto Alegre,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Rio Grande do Sul (UFRGS),Institute of Informatics &#x2013; PPGC &#x2013; PGMICRO,Porto Alegre,Brazil","institution_ids":["https://openalex.org/I130442723"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037343437","display_name":"Guilherme Korol","orcid":"https://orcid.org/0000-0002-9882-5072"},"institutions":[{"id":"https://openalex.org/I130442723","display_name":"Universidade Federal do Rio Grande do Sul","ror":"https://ror.org/041yk2d64","country_code":"BR","type":"education","lineage":["https://openalex.org/I130442723"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Guilherme Korol","raw_affiliation_strings":["Federal University of Rio Grande do Sul (UFRGS),Institute of Informatics &#x2013; PPGC &#x2013; PGMICRO,Porto Alegre,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Rio Grande do Sul (UFRGS),Institute of Informatics &#x2013; PPGC &#x2013; PGMICRO,Porto Alegre,Brazil","institution_ids":["https://openalex.org/I130442723"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078952423","display_name":"Antonio Carlos Schneider Beck","orcid":"https://orcid.org/0000-0002-4492-1747"},"institutions":[{"id":"https://openalex.org/I130442723","display_name":"Universidade Federal do Rio Grande do Sul","ror":"https://ror.org/041yk2d64","country_code":"BR","type":"education","lineage":["https://openalex.org/I130442723"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Antonio Carlos S. Beck","raw_affiliation_strings":["Federal University of Rio Grande do Sul (UFRGS),Institute of Informatics &#x2013; PPGC &#x2013; PGMICRO,Porto Alegre,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Rio Grande do Sul (UFRGS),Institute of Informatics &#x2013; PPGC &#x2013; PGMICRO,Porto Alegre,Brazil","institution_ids":["https://openalex.org/I130442723"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046167370","display_name":"Jos\u00e9 Rodrigo Azambuja","orcid":"https://orcid.org/0000-0002-2627-5075"},"institutions":[{"id":"https://openalex.org/I130442723","display_name":"Universidade Federal do Rio Grande do Sul","ror":"https://ror.org/041yk2d64","country_code":"BR","type":"education","lineage":["https://openalex.org/I130442723"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jose Rodrigo Azambuja","raw_affiliation_strings":["Federal University of Rio Grande do Sul (UFRGS),Institute of Informatics &#x2013; PPGC &#x2013; PGMICRO,Porto Alegre,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Rio Grande do Sul (UFRGS),Institute of Informatics &#x2013; PPGC &#x2013; PGMICRO,Porto Alegre,Brazil","institution_ids":["https://openalex.org/I130442723"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024813896","display_name":"Fernanda Lima Kastensmidt","orcid":"https://orcid.org/0000-0001-5767-8582"},"institutions":[{"id":"https://openalex.org/I130442723","display_name":"Universidade Federal do Rio Grande do Sul","ror":"https://ror.org/041yk2d64","country_code":"BR","type":"education","lineage":["https://openalex.org/I130442723"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Fernanda Lima Kastensmidt","raw_affiliation_strings":["Federal University of Rio Grande do Sul (UFRGS),Institute of Informatics &#x2013; PPGC &#x2013; PGMICRO,Porto Alegre,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Rio Grande do Sul (UFRGS),Institute of Informatics &#x2013; PPGC &#x2013; PGMICRO,Porto Alegre,Brazil","institution_ids":["https://openalex.org/I130442723"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I130442723"],"apc_list":null,"apc_paid":null,"fwci":0.3632,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.60279059,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9581999778747559,"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":0.9581999778747559,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.90829998254776,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10876","display_name":"Fault Detection and Control Systems","score":0.904699981212616,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/static-random-access-memory","display_name":"Static random-access memory","score":0.7433072328567505},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6720677614212036},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.6307935118675232},{"id":"https://openalex.org/keywords/satellite-image","display_name":"Satellite image","score":0.5471923351287842},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5152783393859863},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39881864190101624},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.35617393255233765},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.2159613072872162},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1775391697883606},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.07616427540779114}],"concepts":[{"id":"https://openalex.org/C68043766","wikidata":"https://www.wikidata.org/wiki/Q267416","display_name":"Static random-access memory","level":2,"score":0.7433072328567505},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6720677614212036},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.6307935118675232},{"id":"https://openalex.org/C2985301230","wikidata":"https://www.wikidata.org/wiki/Q725252","display_name":"Satellite image","level":3,"score":0.5471923351287842},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5152783393859863},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39881864190101624},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.35617393255233765},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.2159613072872162},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1775391697883606},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.07616427540779114}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sbcci62366.2024.10703997","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sbcci62366.2024.10703997","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 37th SBC/SBMicro/IEEE Symposium on Integrated Circuits and Systems Design (SBCCI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"},{"id":"https://openalex.org/F4320337345","display_name":"Office of Naval Research","ror":"https://ror.org/00rk2pe57"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1916283398","https://openalex.org/W2075476171","https://openalex.org/W2152386163","https://openalex.org/W2211843587","https://openalex.org/W2565125333","https://openalex.org/W2594117352","https://openalex.org/W2747844109","https://openalex.org/W2773811091","https://openalex.org/W2798811713","https://openalex.org/W2829865972","https://openalex.org/W2987094173","https://openalex.org/W3016482508","https://openalex.org/W3119962849","https://openalex.org/W3133638088","https://openalex.org/W3206907296","https://openalex.org/W4281615092","https://openalex.org/W4283819938","https://openalex.org/W4312232375","https://openalex.org/W4312515149","https://openalex.org/W4313052596","https://openalex.org/W4379115861","https://openalex.org/W6754479606","https://openalex.org/W6790386038","https://openalex.org/W6795740393","https://openalex.org/W6804264698","https://openalex.org/W6839187544","https://openalex.org/W6856942968","https://openalex.org/W7038994942"],"related_works":["https://openalex.org/W4392590355","https://openalex.org/W3151633427","https://openalex.org/W2212894501","https://openalex.org/W2793465010","https://openalex.org/W3024050170","https://openalex.org/W2109451123","https://openalex.org/W4378977321","https://openalex.org/W1976168335","https://openalex.org/W3211992815","https://openalex.org/W179354024"],"abstract_inverted_index":{"This":[0],"study":[1],"investigates":[2],"the":[3,34,39,47,59,67],"performance":[4],"of":[5,49],"two":[6],"Convolutional":[7],"Neural":[8],"Networks":[9],"(CNNs)":[10],"designed":[11],"for":[12,38],"aerial":[13],"image":[14],"classification.":[15],"We":[16],"modify":[17],"to":[18,29,45],"these":[19],"CNNs":[20],"by":[21],"adjusting":[22],"parameters":[23],"such":[24],"as":[25],"quantization":[26,51],"and":[27,55,63,79],"parallelism":[28,57],"facilitate":[30],"their":[31],"implementation":[32],"using":[33],"FINN":[35],"engine":[36],"optimized":[37],"Zynq-7000":[40],"APSoC.":[41,69],"The":[42],"goal":[43],"is":[44],"assess":[46],"effects":[48],"different":[50],"levels,":[52],"network":[53],"topologies,":[54],"architectural":[56],"on":[58],"area,":[60],"computing":[61],"performance,":[62,78],"power":[64,80],"consumption":[65],"within":[66],"Zynq":[68],"Results":[70],"illustrate":[71],"various":[72],"trade-offs":[73],"between":[74],"resource":[75],"usage,":[76],"computational":[77],"consumption,":[81],"all":[82],"while":[83],"meeting":[84],"predefined":[85],"accuracy":[86],"requirements.":[87]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
