{"id":"https://openalex.org/W4405488764","doi":"https://doi.org/10.1109/embc53108.2024.10782322","title":"Multi-Scale Self-Supervised Consistency Training for Trustworthy Medical Imaging Classification","display_name":"Multi-Scale Self-Supervised Consistency Training for Trustworthy Medical Imaging Classification","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405488764","doi":"https://doi.org/10.1109/embc53108.2024.10782322","pmid":"https://pubmed.ncbi.nlm.nih.gov/40039642"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10782322","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782322","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Bonian Han","orcid":null},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bonian Han","raw_affiliation_strings":["Hangzhou Dianzi University,Department of Statistics,Hangzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Dianzi University,Department of Statistics,Hangzhou,China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Cristian Moran","orcid":null},"institutions":[{"id":"https://openalex.org/I1335518801","display_name":"Texas A&M University \u2013 San Antonio","ror":"https://ror.org/0084njv03","country_code":"US","type":"education","lineage":["https://openalex.org/I1335518801"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cristian Moran","raw_affiliation_strings":["Texas A&M University-San Antonio,Department of Computational, Engineering, and Mathematical Sciences,San Antonio,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Texas A&M University-San Antonio,Department of Computational, Engineering, and Mathematical Sciences,San Antonio,USA","institution_ids":["https://openalex.org/I1335518801"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005953559","display_name":"Jeong Yang","orcid":"https://orcid.org/0000-0002-3819-3544"},"institutions":[{"id":"https://openalex.org/I1335518801","display_name":"Texas A&M University \u2013 San Antonio","ror":"https://ror.org/0084njv03","country_code":"US","type":"education","lineage":["https://openalex.org/I1335518801"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeong Yang","raw_affiliation_strings":["Texas A&M University-San Antonio,Department of Computational, Engineering, and Mathematical Sciences,San Antonio,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Texas A&M University-San Antonio,Department of Computational, Engineering, and Mathematical Sciences,San Antonio,USA","institution_ids":["https://openalex.org/I1335518801"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030733829","display_name":"Young Lee","orcid":"https://orcid.org/0000-0003-3589-3120"},"institutions":[{"id":"https://openalex.org/I1335518801","display_name":"Texas A&M University \u2013 San Antonio","ror":"https://ror.org/0084njv03","country_code":"US","type":"education","lineage":["https://openalex.org/I1335518801"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Young Lee","raw_affiliation_strings":["Texas A&M University-San Antonio,Department of Computational, Engineering, and Mathematical Sciences,San Antonio,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Texas A&M University-San Antonio,Department of Computational, Engineering, and Mathematical Sciences,San Antonio,USA","institution_ids":["https://openalex.org/I1335518801"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019572993","display_name":"Zechun Cao","orcid":"https://orcid.org/0000-0002-4542-7791"},"institutions":[{"id":"https://openalex.org/I1335518801","display_name":"Texas A&M University \u2013 San Antonio","ror":"https://ror.org/0084njv03","country_code":"US","type":"education","lineage":["https://openalex.org/I1335518801"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zechun Cao","raw_affiliation_strings":["Texas A&M University-San Antonio,Department of Computational, Engineering, and Mathematical Sciences,San Antonio,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Texas A&M University-San Antonio,Department of Computational, Engineering, and Mathematical Sciences,San Antonio,USA","institution_ids":["https://openalex.org/I1335518801"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070521525","display_name":"Gongbo Liang","orcid":"https://orcid.org/0000-0002-6700-6664"},"institutions":[{"id":"https://openalex.org/I1335518801","display_name":"Texas A&M University \u2013 San Antonio","ror":"https://ror.org/0084njv03","country_code":"US","type":"education","lineage":["https://openalex.org/I1335518801"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gongbo Liang","raw_affiliation_strings":["Texas A&M University-San Antonio,Department of Computational, Engineering, and Mathematical Sciences,San Antonio,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Texas A&M University-San Antonio,Department of Computational, Engineering, and Mathematical Sciences,San Antonio,USA","institution_ids":["https://openalex.org/I1335518801"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.24491785,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9968000054359436,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9968000054359436,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/trustworthiness","display_name":"Trustworthiness","score":0.7790248394012451},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7319121360778809},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6513097882270813},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.6263788342475891},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5535498261451721},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.47554847598075867},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4322948455810547},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3342943787574768},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.10359731316566467},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.06880933046340942},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.053670734167099}],"concepts":[{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.7790248394012451},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7319121360778809},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6513097882270813},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.6263788342475891},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5535498261451721},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.47554847598075867},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4322948455810547},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3342943787574768},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.10359731316566467},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.06880933046340942},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.053670734167099},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002138","descriptor_name":"Calibration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002138","descriptor_name":"Calibration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002138","descriptor_name":"Calibration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10782322","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782322","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40039642","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40039642","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":"Journal 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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1821462560","https://openalex.org/W2137556846","https://openalex.org/W2183341477","https://openalex.org/W2187089797","https://openalex.org/W2194775991","https://openalex.org/W2254249950","https://openalex.org/W2435090885","https://openalex.org/W2560662850","https://openalex.org/W2798251715","https://openalex.org/W2970121940","https://openalex.org/W2986253409","https://openalex.org/W2990138404","https://openalex.org/W3008415104","https://openalex.org/W3155012203","https://openalex.org/W3163674776","https://openalex.org/W3206137989","https://openalex.org/W4224133960","https://openalex.org/W4226064766","https://openalex.org/W4229009122","https://openalex.org/W4281551245","https://openalex.org/W4297798436","https://openalex.org/W4306706453","https://openalex.org/W4312468451","https://openalex.org/W4316469650","https://openalex.org/W4366774505","https://openalex.org/W4367174876","https://openalex.org/W4388520228","https://openalex.org/W6637572315","https://openalex.org/W6638523607","https://openalex.org/W6732696085","https://openalex.org/W6739651123","https://openalex.org/W6745136726","https://openalex.org/W6751754606","https://openalex.org/W6766978945","https://openalex.org/W6783449658","https://openalex.org/W6802745967","https://openalex.org/W6846226315"],"related_works":["https://openalex.org/W230091440","https://openalex.org/W2076536433","https://openalex.org/W2233261550","https://openalex.org/W90316445","https://openalex.org/W2810751659","https://openalex.org/W258997015","https://openalex.org/W2997094352","https://openalex.org/W3216976533","https://openalex.org/W100620283","https://openalex.org/W4327743613"],"abstract_inverted_index":{"Modern":[0],"neural":[1,55,79,125,147],"network":[2,56,80,126,148],"models":[3,149],"have":[4],"demonstrated":[5],"exceptional":[6],"classification":[7,87],"capabilities":[8],"comparable":[9],"to":[10,96,112,129],"human":[11],"performance":[12,132],"in":[13,22,85,150],"various":[14],"medical":[15,24,152],"diagnosis":[16],"tasks.":[17],"However,":[18],"their":[19,40,45],"practical":[20],"application":[21],"real-world":[23],"scenarios":[25],"is":[26,105,110],"hindered":[27],"by":[28],"an":[29],"issue":[30],"known":[31],"as":[32],"miscalibration,":[33],"where":[34],"these":[35],"sophisticated":[36],"tools":[37],"inaccurately":[38],"estimate":[39],"own":[41],"prediction":[42],"confidence,":[43],"compromising":[44],"trustworthiness.":[46],"To":[47],"address":[48],"this":[49],"challenge,":[50],"we":[51],"propose":[52],"a":[53,106,137],"novel":[54],"calibration":[57,127],"framework":[58],"that":[59,109],"utilizes":[60],"multi-scale":[61],"input":[62],"images":[63],"and":[64,144],"integrates":[65],"self-supervised":[66],"consistency":[67],"enforcement":[68],"during":[69],"training.":[70],"Our":[71],"experimental":[72],"results":[73],"demonstrate":[74],"the":[75,90,94,142],"significant":[76],"enhancement":[77],"of":[78,146],"calibration,":[81],"concomitant":[82],"with":[83,123],"improvements":[84],"model":[86],"performance.":[88],"Furthermore,":[89],"proposed":[91,117],"method":[92,118],"exhibits":[93],"capacity":[95],"cultivate":[97],"more":[98],"robust":[99],"feature":[100],"spaces.":[101],"Importantly,":[102],"our":[103],"approach":[104],"general-purpose":[107],"solution":[108],"applicable":[111],"any":[113],"imaging":[114],"modalities.":[115],"The":[116],"can":[119],"also":[120],"be":[121],"combined":[122],"other":[124],"techniques":[128],"achieve":[130],"further":[131],"refinement.":[133],"This":[134],"research":[135],"contributes":[136],"valuable":[138],"tool":[139],"for":[140],"augmenting":[141],"reliability":[143],"trustworthiness":[145],"diverse":[151],"contexts.":[153]},"counts_by_year":[],"updated_date":"2026-08-29T07:29:34.045763","created_date":"2025-10-10T00:00:00"}