{"id":"https://openalex.org/W2900164285","doi":"https://doi.org/10.1145/3240765.3240799","title":"DIMA","display_name":"DIMA","publication_year":2018,"publication_date":"2018-11-05","ids":{"openalex":"https://openalex.org/W2900164285","doi":"https://doi.org/10.1145/3240765.3240799","mag":"2900164285"},"language":"en","primary_location":{"id":"doi:10.1145/3240765.3240799","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3240765.3240799","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Computer-Aided Design","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://stars.library.ucf.edu/scopus2015/7634","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051680668","display_name":"Shaahin Angizi","orcid":"https://orcid.org/0000-0003-2289-6381"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shaahin Angizi","raw_affiliation_strings":["University of Central Florida","Department of Electrical and Computer Engineering, University of Central Florida, Orlando, FL, 32816"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Central Florida","institution_ids":["https://openalex.org/I106165777"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Central Florida, Orlando, FL, 32816","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036755436","display_name":"Zhezhi He","orcid":"https://orcid.org/0000-0002-6357-236X"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhezhi He","raw_affiliation_strings":["University of Central Florida","Department of Electrical and Computer Engineering, University of Central Florida, Orlando, FL, 32816"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Central Florida","institution_ids":["https://openalex.org/I106165777"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Central Florida, Orlando, FL, 32816","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047916979","display_name":"Deliang Fan","orcid":"https://orcid.org/0000-0002-7989-6297"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Deliang Fan","raw_affiliation_strings":["University of Central Florida","Department of Electrical and Computer Engineering, University of Central Florida, Orlando, FL, 32816"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Central Florida","institution_ids":["https://openalex.org/I106165777"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Central Florida, Orlando, FL, 32816","institution_ids":["https://openalex.org/I106165777"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I106165777"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9684000015258789,"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":0.9684000015258789,"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/computer-science","display_name":"Computer science","score":0.5012195110321045}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5012195110321045}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3240765.3240799","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3240765.3240799","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Computer-Aided Design","raw_type":"proceedings-article"},{"id":"pmh:oai:stars.library.ucf.edu:scopus2015-8633","is_oa":true,"landing_page_url":"https://stars.library.ucf.edu/scopus2015/7634","pdf_url":null,"source":{"id":"https://openalex.org/S4210172555","display_name":"Journal of International Crisis and Risk Communication Research","issn_l":"2576-0017","issn":["2576-0017","2576-0025"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scopus Export 2015-2019","raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:stars.library.ucf.edu:scopus2015-8633","is_oa":true,"landing_page_url":"https://stars.library.ucf.edu/scopus2015/7634","pdf_url":null,"source":{"id":"https://openalex.org/S4210172555","display_name":"Journal of International Crisis and Risk Communication Research","issn_l":"2576-0017","issn":["2576-0017","2576-0025"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scopus Export 2015-2019","raw_type":"text"},"sustainable_development_goals":[{"score":0.8899999856948853,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320310013","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1549358575","https://openalex.org/W2010202670","https://openalex.org/W2091902424","https://openalex.org/W2096199318","https://openalex.org/W2102449048","https://openalex.org/W2119144962","https://openalex.org/W2150909864","https://openalex.org/W2181101938","https://openalex.org/W2194775991","https://openalex.org/W2214682759","https://openalex.org/W2242818861","https://openalex.org/W2300242332","https://openalex.org/W2319920447","https://openalex.org/W2335728318","https://openalex.org/W2396622873","https://openalex.org/W2431931973","https://openalex.org/W2469490737","https://openalex.org/W2508602506","https://openalex.org/W2531409750","https://openalex.org/W2559655401","https://openalex.org/W2584875058","https://openalex.org/W2612445135","https://openalex.org/W2613569094","https://openalex.org/W2738393257","https://openalex.org/W2758513252","https://openalex.org/W2765234579","https://openalex.org/W2793867693","https://openalex.org/W2963114950","https://openalex.org/W2963225922","https://openalex.org/W2964299589","https://openalex.org/W2998915116","https://openalex.org/W3105284836","https://openalex.org/W4240163901","https://openalex.org/W4254672563","https://openalex.org/W6687483927","https://openalex.org/W6737786906"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032","https://openalex.org/W2382290278"],"abstract_inverted_index":{"In":[0,26],"this":[1],"work,":[2],"we":[3,76],"first":[4],"propose":[5,77],"a":[6,78],"deep":[7],"depthwise":[8,19],"Convolutional":[9],"Neural":[10],"Network":[11],"(CNN)":[12],"structure,":[13],"called":[14],"Add-Net,":[15,27],"which":[16],"uses":[17],"bi-narized":[18],"separable":[20],"convolution":[21,31],"to":[22,63,89,108,125],"replace":[23],"conventional":[24],"spatial-convolution.":[25],"the":[28,48,68,104,109,135],"computationally":[29],"expensive":[30],"operations":[32],"(i.e.":[33,51],"Multiplication":[34],"and":[35,46,55,121,131],"Accumulation)":[36],"are":[37],"converted":[38],"into":[39],"hardware-friendly":[40],"Addition":[41],"operations.":[42],"We":[43],"meticulously":[44],"investigate":[45],"analyze":[47],"Add-Net's":[49],"performance":[50],"accuracy,":[52],"parameter":[53],"size":[54],"computational":[56,87],"cost)":[57],"in":[58],"object":[59],"recognition":[60],"application":[61],"compared":[62,124],"traditional":[64],"baseline":[65,110],"CNN":[66,80,111],"using":[67],"most":[69],"popular":[70],"large":[71],"scale":[72],"ImageNet":[73],"dataset.":[74],"Accordingly,":[75],"Depthwise":[79],"In-Memory":[81],"Accelerator":[82],"(DIMA)":[83],"based":[84],"on":[85,112],"SOT-MRAM":[86],"sub-arrays":[88],"efficiently":[90],"accelerate":[91],"Add-Net":[92],"within":[93],"non-volatile":[94],"MRAM.":[95],"Our":[96],"device-to-architecture":[97],"co-simulation":[98],"results":[99],"show":[100],"that,":[101],"with":[102],"almost":[103],"same":[105],"inference":[106],"accuracy":[107],"different":[113],"data-sets,":[114],"DIMA":[115],"can":[116],"obtain":[117],"∼1.4×":[118],"better":[119,129],"energy-efficiency":[120,130],"15.7×":[122],"speedup":[123,133],"ASICs,":[126],"and,":[127],"∼1.6×":[128],"5.6×":[132],"over":[134],"best":[136],"processing-in-DRAM":[137],"accelerators.":[138]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":7}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2018-11-16T00:00:00"}