{"id":"https://openalex.org/W4386763416","doi":"https://doi.org/10.1109/dac56929.2023.10247761","title":"Late Breaking Results: Fast Fair Medical Applications? Hybrid Vision Models Achieve the Fairness on the Edge","display_name":"Late Breaking Results: Fast Fair Medical Applications? Hybrid Vision Models Achieve the Fairness on the Edge","publication_year":2023,"publication_date":"2023-07-09","ids":{"openalex":"https://openalex.org/W4386763416","doi":"https://doi.org/10.1109/dac56929.2023.10247761"},"language":"en","primary_location":{"id":"doi:10.1109/dac56929.2023.10247761","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dac56929.2023.10247761","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 60th ACM/IEEE Design Automation Conference (DAC)","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/A5033198334","display_name":"Changdi Yang","orcid":"https://orcid.org/0000-0002-8848-3806"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Changdi Yang","raw_affiliation_strings":["Northeastern University,Boston,MA","Northeastern University, Boston, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,Boston,MA","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"Northeastern University, Boston, MA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100620447","display_name":"Yi Sheng","orcid":"https://orcid.org/0000-0003-0809-6994"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yi Sheng","raw_affiliation_strings":["George Mason University,Fairfax,VA","George Mason University, Fairfax, VA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"George Mason University,Fairfax,VA","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"George Mason University, Fairfax, VA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089349472","display_name":"Peiyan Dong","orcid":"https://orcid.org/0000-0001-5287-5149"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peiyan Dong","raw_affiliation_strings":["Northeastern University,Boston,MA","Northeastern University, Boston, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,Boston,MA","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"Northeastern University, Boston, MA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078971265","display_name":"Zhenglun Kong","orcid":"https://orcid.org/0000-0002-8120-4456"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhenglun Kong","raw_affiliation_strings":["Northeastern University,Boston,MA","Northeastern University, Boston, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,Boston,MA","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"Northeastern University, Boston, MA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010773732","display_name":"Yanyu Li","orcid":"https://orcid.org/0000-0003-1240-4785"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yanyu Li","raw_affiliation_strings":["Northeastern University,Boston,MA","Northeastern University, Boston, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,Boston,MA","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"Northeastern University, Boston, MA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102585629","display_name":"Pinrui Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pinrui Yu","raw_affiliation_strings":["Northeastern University,Boston,MA","Northeastern University, Boston, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,Boston,MA","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"Northeastern University, Boston, MA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100698152","display_name":"Lei Yang","orcid":"https://orcid.org/0000-0002-0646-440X"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lei Yang","raw_affiliation_strings":["George Mason University,Fairfax,VA","George Mason University, Fairfax, VA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"George Mason University,Fairfax,VA","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"George Mason University, Fairfax, VA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043582832","display_name":"Xue Lin","orcid":"https://orcid.org/0000-0001-6210-8883"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xue Lin","raw_affiliation_strings":["Northeastern University,Boston,MA","Northeastern University, Boston, MA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,Boston,MA","institution_ids":["https://openalex.org/I12912129"]},{"raw_affiliation_string":"Northeastern University, Boston, MA","institution_ids":["https://openalex.org/I12912129"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2134,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67921977,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11013","display_name":"Skin Protection and Aging","score":0.9839000105857849,"subfield":{"id":"https://openalex.org/subfields/2708","display_name":"Dermatology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.791570782661438},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5921100378036499},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5914573073387146},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5674097537994385},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5482186079025269},{"id":"https://openalex.org/keywords/smart-phone","display_name":"Smart phone","score":0.5316308736801147},{"id":"https://openalex.org/keywords/smartphone-application","display_name":"Smartphone application","score":0.4772741198539734},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4565971791744232},{"id":"https://openalex.org/keywords/phone","display_name":"Phone","score":0.45123109221458435},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4432711601257324},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4381570816040039},{"id":"https://openalex.org/keywords/mobile-apps","display_name":"Mobile apps","score":0.43731489777565},{"id":"https://openalex.org/keywords/raspberry-pi","display_name":"Raspberry pi","score":0.42468202114105225},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3357952833175659},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.25089219212532043},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.233835369348526},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.2123468518257141},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.15846776962280273},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13687476515769958},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12066599726676941}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.791570782661438},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5921100378036499},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5914573073387146},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5674097537994385},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5482186079025269},{"id":"https://openalex.org/C2984771860","wikidata":"https://www.wikidata.org/wiki/Q22645","display_name":"Smart phone","level":2,"score":0.5316308736801147},{"id":"https://openalex.org/C3020250448","wikidata":"https://www.wikidata.org/wiki/Q620615","display_name":"Smartphone application","level":2,"score":0.4772741198539734},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4565971791744232},{"id":"https://openalex.org/C2778707766","wikidata":"https://www.wikidata.org/wiki/Q202064","display_name":"Phone","level":2,"score":0.45123109221458435},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4432711601257324},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4381570816040039},{"id":"https://openalex.org/C2988145974","wikidata":"https://www.wikidata.org/wiki/Q620615","display_name":"Mobile apps","level":2,"score":0.43731489777565},{"id":"https://openalex.org/C2985745059","wikidata":"https://www.wikidata.org/wiki/Q245","display_name":"Raspberry pi","level":3,"score":0.42468202114105225},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3357952833175659},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.25089219212532043},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.233835369348526},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.2123468518257141},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.15846776962280273},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13687476515769958},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12066599726676941},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dac56929.2023.10247761","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dac56929.2023.10247761","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 60th ACM/IEEE Design Automation Conference (DAC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320338440","display_name":"HORIZON EUROPE Health","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2962861284","https://openalex.org/W2964259004","https://openalex.org/W2967733054","https://openalex.org/W2980137827","https://openalex.org/W3204801262","https://openalex.org/W4226089581","https://openalex.org/W6750719829","https://openalex.org/W6756887525","https://openalex.org/W6810331987"],"related_works":["https://openalex.org/W4313320040","https://openalex.org/W4289357384","https://openalex.org/W2753725918","https://openalex.org/W2564449327","https://openalex.org/W2565207884","https://openalex.org/W2504525434","https://openalex.org/W4400463702","https://openalex.org/W2112299609","https://openalex.org/W3044207086","https://openalex.org/W2330898644"],"abstract_inverted_index":{"As":[0],"edge":[1,32,150],"devices":[2,151],"become":[3],"readily":[4],"available":[5],"and":[6,15,67,125,142,159],"indispensable,":[7],"there":[8],"is":[9],"an":[10,28],"urgent":[11],"need":[12],"for":[13,88,102],"effective":[14],"efficient":[16],"intelligent":[17],"applications":[18],"to":[19,36,48,55],"be":[20],"deployed":[21],"widespread.":[22],"However,":[23],"fairness":[24,143],"has":[25,44],"always":[26],"been":[27],"issue,":[29],"especially":[30],"in":[31],"medical":[33],"applications.":[34],"Compared":[35],"convolutional":[37],"neuron":[38],"networks":[39],"(CNNs),":[40],"Vision":[41,84],"Transformer":[42],"(ViT)":[43],"a":[45,81,103,112],"better":[46],"ability":[47],"extract":[49],"global":[50],"information,":[51],"which":[52,70],"will":[53],"contribute":[54],"alleviating":[56],"the":[57,89,121,129,139],"unfairness":[58],"problem.":[59],"Typically,":[60],"ViTs":[61],"consume":[62],"large":[63],"amounts":[64],"of":[65],"computational":[66],"memory":[68],"resources,":[69],"hinders":[71],"their":[72],"usage":[73],"on":[74,111,120,128,148],"edge.":[75],"In":[76],"this":[77],"work,":[78],"we":[79],"propose":[80],"novel":[82],"hardware-efficient":[83],"Model":[85],"search":[86,101],"framework":[87],"fair":[90],"dermatology":[91],"classification,":[92],"namely":[93],"HeViFa.":[94],"Experimental":[95],"results":[96],"show":[97],"that":[98,107,134],"HeViFa":[99,135],"could":[100],"hybrid":[104],"ViT":[105],"model":[106],"reaches":[108],"173.1":[109],"FPS":[110],"Samsung":[113],"S21":[114,153],"mobile":[115,154],"phone":[116],"with":[117],"85.71%":[118],"accuracy":[119,127,141],"light":[122],"skin":[123,131],"dataset":[124],"80.85%":[126],"dark":[130],"dataset.":[132],"Note":[133],"can":[136],"reach":[137],"both":[138],"highest":[140],"under":[144],"similar":[145],"latency":[146],"constrain":[147],"multiple":[149],"(Samsung":[152],"phone,":[155],"iPhone":[156],"13":[157],"Pro":[158],"Raspberry":[160],"PI).":[161]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
