{"id":"https://openalex.org/W2561750317","doi":"https://doi.org/10.1109/isocc.2016.7799799","title":"Hardware design exploration of fully-connected deep neural network with binary parameters","display_name":"Hardware design exploration of fully-connected deep neural network with binary parameters","publication_year":2016,"publication_date":"2016-10-01","ids":{"openalex":"https://openalex.org/W2561750317","doi":"https://doi.org/10.1109/isocc.2016.7799799","mag":"2561750317"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/isocc.2016.7799799","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-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/A5061842716","display_name":"Jinkyu Kim","orcid":"https://orcid.org/0000-0001-6520-2074"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"funder","lineage":["https://openalex.org/I142401562"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jinkyu Kim","raw_affiliation_strings":["Intelligent SoC Research Department, Electronics and Telecommunications Research Institute Gajeong-ro Yuseong-gu, Daejeon, South Korea"],"affiliations":[{"raw_affiliation_string":"Intelligent SoC Research Department, Electronics and Telecommunications Research Institute Gajeong-ro Yuseong-gu, Daejeon, South Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009402144","display_name":"Juyeob Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"funder","lineage":["https://openalex.org/I142401562"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Juyeob Kim","raw_affiliation_strings":["Intelligent SoC Research Department, Electronics and Telecommunications Research Institute Gajeong-ro Yuseong-gu, Daejeon, South Korea"],"affiliations":[{"raw_affiliation_string":"Intelligent SoC Research Department, Electronics and Telecommunications Research Institute Gajeong-ro Yuseong-gu, Daejeon, South Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022594887","display_name":"Byungjo Kim","orcid":"https://orcid.org/0000-0002-5361-5610"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"funder","lineage":["https://openalex.org/I142401562"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Byungjo Kim","raw_affiliation_strings":["Intelligent SoC Research Department, Electronics and Telecommunications Research Institute Gajeong-ro Yuseong-gu, Daejeon, South Korea"],"affiliations":[{"raw_affiliation_string":"Intelligent SoC Research Department, Electronics and Telecommunications Research Institute Gajeong-ro Yuseong-gu, Daejeon, South Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112531703","display_name":"Mi-Young Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"funder","lineage":["https://openalex.org/I142401562"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Miyoung Lee","raw_affiliation_strings":["Intelligent SoC Research Department, Electronics and Telecommunications Research Institute Gajeong-ro Yuseong-gu, Daejeon, South Korea"],"affiliations":[{"raw_affiliation_string":"Intelligent SoC Research Department, Electronics and Telecommunications Research Institute Gajeong-ro Yuseong-gu, Daejeon, South Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100318495","display_name":"Joohyun Lee","orcid":"https://orcid.org/0000-0002-7698-1568"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"funder","lineage":["https://openalex.org/I142401562"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Joohyun Lee","raw_affiliation_strings":["Intelligent SoC Research Department, Electronics and Telecommunications Research Institute Gajeong-ro Yuseong-gu, Daejeon, South Korea"],"affiliations":[{"raw_affiliation_string":"Intelligent SoC Research Department, Electronics and Telecommunications Research Institute Gajeong-ro Yuseong-gu, Daejeon, South Korea","institution_ids":["https://openalex.org/I142401562"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.339,"has_fulltext":true,"fulltext_origin":"ngrams","cited_by_count":1,"citation_normalized_percentile":{"value":0.264194,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":66,"max":73},"biblio":{"volume":null,"issue":null,"first_page":"305","last_page":"306"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9996,"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":0.9996,"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/T10320","display_name":"Neural Networks and Applications","score":0.9964,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9953,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep Neural Networks","score":0.47190982}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7982193},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.7358951},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.69796026},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6559942},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.5835302},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.52619106},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.47190982},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.37550452},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.35611793},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.33260927},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.08725077},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/isocc.2016.7799799","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.61,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":6,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W2163605009","https://openalex.org/W2300242332","https://openalex.org/W2951978180","https://openalex.org/W2962835968","https://openalex.org/W2963114950"],"related_works":["https://openalex.org/W4377865163","https://openalex.org/W4315865067","https://openalex.org/W3208304128","https://openalex.org/W3193857078","https://openalex.org/W3000197790","https://openalex.org/W2979433843","https://openalex.org/W2888956734","https://openalex.org/W2386041993","https://openalex.org/W1967938402","https://openalex.org/W1608572506"],"abstract_inverted_index":{"This":[0],"paper":[1],"describes":[2],"the":[3,11,55],"exploration":[4],"and":[5,41,59,71,84],"analysis":[6],"to":[7,34,54,81],"design":[8,99],"hardware":[9,69,98],"of":[10,44,57,63,75],"fully":[12,22,36],"connected":[13,23],"deep":[14,24],"neural":[15,25],"network":[16,26],"with":[17],"binary":[18],"weight":[19],"value.":[20],"The":[21],"is":[27],"a":[28],"promising":[29],"reference":[30,64,87],"model":[31],"in":[32,39,73],"order":[33],"implement":[35],"hardwired":[37],"classifier":[38],"mobile":[40],"IoT":[42],"(Internet":[43],"Things)":[45],"device.":[46],"So,":[47],"we":[48,67],"analyzed":[49,68],"its":[50],"learning":[51],"accuracy":[52,85],"according":[53],"number":[56],"layers":[58],"nodes":[60],"through":[61],"environment":[62],"simulation.":[65],"And":[66],"complexity":[70],"usage":[72],"terms":[74],"FPGA.":[76],"We":[77,89],"used":[78,90],"Caffe":[79],"framework":[80],"extract":[82],"parameter":[83],"as":[86,94],"model.":[88],"Xilinx":[91],"Vivado":[92],"2015.2":[93],"synthesis":[95],"tool":[96],"for":[97],"exploration.":[100]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2561750317","counts_by_year":[{"year":2018,"cited_by_count":1}],"updated_date":"2025-04-23T23:01:17.719402","created_date":"2017-01-06"}