{"id":"https://openalex.org/W4200161471","doi":"https://doi.org/10.1109/embc46164.2021.9630452","title":"ZooME: Efficient Melanoma Detection Using Zoom-in Attention and Metadata Embedding Deep Neural Network","display_name":"ZooME: Efficient Melanoma Detection Using Zoom-in Attention and Metadata Embedding Deep Neural Network","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200161471","doi":"https://doi.org/10.1109/embc46164.2021.9630452","pmid":"https://pubmed.ncbi.nlm.nih.gov/34892117"},"language":"en","primary_location":{"id":"doi:10.1109/embc46164.2021.9630452","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630452","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","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":"https://openalex.org/A5064916412","display_name":"Xiaoyan Xing","orcid":"https://orcid.org/0000-0001-9809-9202"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]},{"id":"https://openalex.org/I3131625388","display_name":"University Town of Shenzhen","ror":"https://ror.org/05f5j6225","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131625388"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaoyan Xing","raw_affiliation_strings":["China International Exchange and Promotive Association for Medical and Health Care, Beijing, China","Shenzhen Internation Gratuate School, Tsinghua University, ShenZhen, China"],"affiliations":[{"raw_affiliation_string":"China International Exchange and Promotive Association for Medical and Health Care, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Shenzhen Internation Gratuate School, Tsinghua University, ShenZhen, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101785398","display_name":"Pingping Song","orcid":"https://orcid.org/0000-0002-8665-1175"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]},{"id":"https://openalex.org/I3131625388","display_name":"University Town of Shenzhen","ror":"https://ror.org/05f5j6225","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131625388"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pingping Song","raw_affiliation_strings":["Shenzhen Internation Gratuate School, Tsinghua University, ShenZhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Internation Gratuate School, Tsinghua University, ShenZhen, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100324056","display_name":"Kai Zhang","orcid":"https://orcid.org/0000-0003-3850-5429"},"institutions":[{"id":"https://openalex.org/I3131625388","display_name":"University Town of Shenzhen","ror":"https://ror.org/05f5j6225","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131625388"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Zhang","raw_affiliation_strings":["Shenzhen Internation Gratuate School, Tsinghua University, ShenZhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Internation Gratuate School, Tsinghua University, ShenZhen, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100640221","display_name":"Fang Yang","orcid":"https://orcid.org/0000-0003-4390-677X"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]},{"id":"https://openalex.org/I4210143430","display_name":"Southern Medical University Shenzhen Hospital","ror":"https://ror.org/037c01n91","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210143430"]},{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]},{"id":"https://openalex.org/I4210164332","display_name":"Shenzhen Second People's Hospital","ror":"https://ror.org/05c74bq69","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210164332"]},{"id":"https://openalex.org/I4210126592","display_name":"National Clinical Research","ror":"https://ror.org/03ddkvp86","country_code":"US","type":"facility","lineage":["https://openalex.org/I4210126592"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Fang Yang","raw_affiliation_strings":["Candidate Branch of National Clinical Research Center for Skin Diseases","Department of Dermatology, Shenzhen People\u2019s Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, Guangdong, China","Department of Dermatology, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University","The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"Candidate Branch of National Clinical Research Center for Skin Diseases","institution_ids":["https://openalex.org/I4210126592"]},{"raw_affiliation_string":"Department of Dermatology, Shenzhen People\u2019s Hospital (The Second Clinical Medical College, Jinan University; The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I3045169105","https://openalex.org/I4210164332","https://openalex.org/I4210143430"]},{"raw_affiliation_string":"Department of Dermatology, Shenzhen People's Hospital (The Second Clinical Medical College, Jinan University","institution_ids":["https://openalex.org/I159948400"]},{"raw_affiliation_string":"The First Affiliated Hospital, Southern University of Science and Technology), Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108047157","display_name":"Yuhan Dong","orcid":"https://orcid.org/0000-0001-5275-1787"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]},{"id":"https://openalex.org/I3131625388","display_name":"University Town of Shenzhen","ror":"https://ror.org/05f5j6225","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131625388"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhan Dong","raw_affiliation_strings":["China International Exchange and Promotive Association for Medical and Health Care, Beijing, China","Shenzhen Internation Gratuate School, Tsinghua University, ShenZhen, China"],"affiliations":[{"raw_affiliation_string":"China International Exchange and Promotive Association for Medical and Health Care, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Shenzhen Internation Gratuate School, Tsinghua University, ShenZhen, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5064916412"],"corresponding_institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":1.8628,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.86466165,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"2021","issue":null,"first_page":"4041","last_page":"4044"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9998999834060669,"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":0.9998999834060669,"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/T10862","display_name":"AI in cancer detection","score":0.9988999962806702,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9660000205039978,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7522495985031128},{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.7142476439476013},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6155386567115784},{"id":"https://openalex.org/keywords/zoom","display_name":"Zoom","score":0.5639394521713257},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.540296196937561},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5272188186645508},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5109443068504333},{"id":"https://openalex.org/keywords/cad","display_name":"CAD","score":0.48054367303848267},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47156593203544617},{"id":"https://openalex.org/keywords/false-positive-paradox","display_name":"False positive paradox","score":0.4315011501312256},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4104214012622833},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.08495071530342102}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7522495985031128},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.7142476439476013},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6155386567115784},{"id":"https://openalex.org/C124913957","wikidata":"https://www.wikidata.org/wiki/Q1232548","display_name":"Zoom","level":3,"score":0.5639394521713257},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.540296196937561},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5272188186645508},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5109443068504333},{"id":"https://openalex.org/C194789388","wikidata":"https://www.wikidata.org/wiki/Q17855283","display_name":"CAD","level":2,"score":0.48054367303848267},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47156593203544617},{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.4315011501312256},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4104214012622833},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.08495071530342102},{"id":"https://openalex.org/C78762247","wikidata":"https://www.wikidata.org/wiki/Q1273174","display_name":"Petroleum engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.0},{"id":"https://openalex.org/C15336307","wikidata":"https://www.wikidata.org/wiki/Q1766051","display_name":"Lens (geology)","level":2,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000071253","descriptor_name":"Metadata","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000071253","descriptor_name":"Metadata","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000071253","descriptor_name":"Metadata","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","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":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046169","descriptor_name":"Dermoscopy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046169","descriptor_name":"Dermoscopy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D046169","descriptor_name":"Dermoscopy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc46164.2021.9630452","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9630452","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:34892117","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34892117","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":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.44999998807907104,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W2003834444","https://openalex.org/W2027073286","https://openalex.org/W2075433722","https://openalex.org/W2163605009","https://openalex.org/W2180648740","https://openalex.org/W2194775991","https://openalex.org/W2549139847","https://openalex.org/W2737410938","https://openalex.org/W2921201783","https://openalex.org/W2963351448","https://openalex.org/W2963420686","https://openalex.org/W2968318837","https://openalex.org/W3081861854","https://openalex.org/W3082380471","https://openalex.org/W6631190155","https://openalex.org/W6684191040","https://openalex.org/W6743731764","https://openalex.org/W6936243749"],"related_works":["https://openalex.org/W2392768766","https://openalex.org/W2058118494","https://openalex.org/W2095118173","https://openalex.org/W2382021449","https://openalex.org/W2104269053","https://openalex.org/W2106424170","https://openalex.org/W2788595494","https://openalex.org/W2501188010","https://openalex.org/W4299935056","https://openalex.org/W2768810474"],"abstract_inverted_index":{"Melanoma":[0],"detection":[1,76],"is":[2],"a":[3,39,68,81,117],"crucial":[4],"yet":[5],"hard":[6],"task":[7],"for":[8,26,56,112],"both":[9],"dermatologists":[10],"and":[11,31,71,88,104,146],"computer-aided":[12],"diagnosis":[13],"(CAD).":[14],"Many":[15],"traditional":[16],"machine":[17],"learning":[18],"algorithms":[19],"including":[20,101],"deep":[21],"learning-based":[22],"methods":[23],"are":[24],"employed":[25],"melanoma":[27,57,75],"classification.":[28],"However,":[29],"more":[30,32,60],"complex":[33],"network":[34,77],"architectures":[35],"do":[36],"not":[37],"harvest":[38],"leap":[40],"in":[41,137,141,144,148],"model":[42,84],"performance.":[43],"In":[44],"this":[45],"paper,":[46],"we":[47],"aim":[48],"to":[49,62,85,108],"enhance":[50],"the":[51,121],"credibility":[52],"of":[53,93],"CAD":[54],"approach":[55],"by":[58],"paying":[59],"attention":[61],"clinically":[63],"important":[64],"information.":[65],"We":[66,115],"propose":[67],"Zoom-in":[69,82],"Attention":[70,83],"Metadata":[72],"Embedding":[73],"(ZooME)":[74],"by:":[78],"1)":[79],"introducing":[80],"better":[86,113],"extract":[87],"utilize":[89],"unique":[90],"pathological":[91],"information":[92,100,111],"dermoscopy":[94,127],"images;":[95],"2)":[96],"embedding":[97],"patients'":[98],"demographic":[99],"age,":[102],"gender,":[103],"anatomic":[105],"body":[106],"site,":[107],"provide":[109],"well-rounded":[110],"prediction.":[114],"apply":[116],"ten-fold":[118],"cross-validation":[119],"on":[120],"latest":[122],"ISIC-2020":[123],"dataset":[124],"with":[125,135],"33,126":[126],"images.":[128],"The":[129],"proposed":[130],"ZooME":[131],"achieved":[132],"state-of-the-art":[133],"results":[134],"92.23%":[136],"AUC":[138],"score,":[139],"84.59%":[140],"accuracy,":[142],"85.95%":[143],"sensitivity,":[145],"84.63%":[147],"specialty,":[149],"respectively.":[150]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
