{"id":"https://openalex.org/W2294635370","doi":"https://doi.org/10.1109/embc.2015.7320117","title":"A clinically oriented system for melanoma diagnosis using a color representation","display_name":"A clinically oriented system for melanoma diagnosis using a color representation","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W2294635370","doi":"https://doi.org/10.1109/embc.2015.7320117","mag":"2294635370","pmid":"https://pubmed.ncbi.nlm.nih.gov/26738017"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2015.7320117","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7320117","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th 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":"https://openalex.org/A5018897159","display_name":"Catarina Barata","orcid":"https://orcid.org/0000-0002-2852-7723"},"institutions":[{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]},{"id":"https://openalex.org/I4387152517","display_name":"Instituto Superior T\u00e9cnico","ror":"https://ror.org/03db2by73","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103","https://openalex.org/I4387152517"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Catarina Barata","raw_affiliation_strings":["Institute for Systems and Robotics, Instituto Superior Tecnico, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Systems and Robotics, Instituto Superior Tecnico, Lisboa, Portugal","institution_ids":["https://openalex.org/I4210166615","https://openalex.org/I4387152517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007288104","display_name":"M. Emre Celebi","orcid":"https://orcid.org/0000-0002-2721-6317"},"institutions":[{"id":"https://openalex.org/I26489229","display_name":"Louisiana State University in Shreveport","ror":"https://ror.org/02c4cbt39","country_code":"US","type":"education","lineage":["https://openalex.org/I26489229"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M. Emre Celebi","raw_affiliation_strings":["Department of Computer Science, Louisiana State University, Shreveport, LA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Louisiana State University, Shreveport, LA, USA","institution_ids":["https://openalex.org/I26489229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071738210","display_name":"Jorge S. Marques","orcid":"https://orcid.org/0000-0002-3800-7756"},"institutions":[{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]},{"id":"https://openalex.org/I4387152517","display_name":"Instituto Superior T\u00e9cnico","ror":"https://ror.org/03db2by73","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103","https://openalex.org/I4387152517"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jorge S. Marques","raw_affiliation_strings":["Institute for Systems and Robotics, Instituto Superior Tecnico, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Systems and Robotics, Instituto Superior Tecnico, Lisboa, Portugal","institution_ids":["https://openalex.org/I4210166615","https://openalex.org/I4387152517"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.4478,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.95793901,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"3","issue":null,"first_page":"7462","last_page":"7465"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9818999767303467,"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/T11144","display_name":"melanin and skin pigmentation","score":0.963699996471405,"subfield":{"id":"https://openalex.org/subfields/1307","display_name":"Cell Biology"},"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":0.7519873380661011},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.681011438369751},{"id":"https://openalex.org/keywords/cad","display_name":"CAD","score":0.6244964003562927},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5963596701622009},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5767326354980469},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.5762804746627808},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5231781601905823},{"id":"https://openalex.org/keywords/melanoma-diagnosis","display_name":"Melanoma diagnosis","score":0.49665695428848267},{"id":"https://openalex.org/keywords/computer-aided-diagnosis","display_name":"Computer-aided diagnosis","score":0.46833109855651855},{"id":"https://openalex.org/keywords/skin-lesion","display_name":"Skin lesion","score":0.4591720402240753},{"id":"https://openalex.org/keywords/melanoma","display_name":"Melanoma","score":0.38707679510116577},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3754383325576782},{"id":"https://openalex.org/keywords/dermatology","display_name":"Dermatology","score":0.24207141995429993},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.144459068775177},{"id":"https://openalex.org/keywords/engineering-drawing","display_name":"Engineering drawing","score":0.09628337621688843}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7519873380661011},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.681011438369751},{"id":"https://openalex.org/C194789388","wikidata":"https://www.wikidata.org/wiki/Q17855283","display_name":"CAD","level":2,"score":0.6244964003562927},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5963596701622009},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5767326354980469},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.5762804746627808},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5231781601905823},{"id":"https://openalex.org/C2991914496","wikidata":"https://www.wikidata.org/wiki/Q180614","display_name":"Melanoma diagnosis","level":3,"score":0.49665695428848267},{"id":"https://openalex.org/C2779549770","wikidata":"https://www.wikidata.org/wiki/Q1122413","display_name":"Computer-aided diagnosis","level":2,"score":0.46833109855651855},{"id":"https://openalex.org/C2988168687","wikidata":"https://www.wikidata.org/wiki/Q949302","display_name":"Skin lesion","level":2,"score":0.4591720402240753},{"id":"https://openalex.org/C2777658100","wikidata":"https://www.wikidata.org/wiki/Q180614","display_name":"Melanoma","level":2,"score":0.38707679510116577},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3754383325576782},{"id":"https://openalex.org/C16005928","wikidata":"https://www.wikidata.org/wiki/Q171171","display_name":"Dermatology","level":1,"score":0.24207141995429993},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.144459068775177},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.09628337621688843},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"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":"D003116","descriptor_name":"Color","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003116","descriptor_name":"Color","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003116","descriptor_name":"Color","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","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":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D012878","descriptor_name":"Skin Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","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/embc.2015.7320117","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7320117","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:26738017","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26738017","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":[{"score":0.6800000071525574,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W94037345","https://openalex.org/W1134681464","https://openalex.org/W1880262756","https://openalex.org/W1973562395","https://openalex.org/W1988790447","https://openalex.org/W1994821384","https://openalex.org/W2011365948","https://openalex.org/W2020842694","https://openalex.org/W2033694649","https://openalex.org/W2044055744","https://openalex.org/W2078187356","https://openalex.org/W3142708931","https://openalex.org/W4231510805","https://openalex.org/W4248892431","https://openalex.org/W6639619044","https://openalex.org/W6792850617"],"related_works":["https://openalex.org/W1589419489","https://openalex.org/W4229543669","https://openalex.org/W1783185948","https://openalex.org/W1554029525","https://openalex.org/W615772105","https://openalex.org/W2999505641","https://openalex.org/W2401866201","https://openalex.org/W2945629533","https://openalex.org/W1978794434","https://openalex.org/W2074183617"],"abstract_inverted_index":{"Computer":[0],"Aided-Diagnosis":[1],"(CAD)":[2],"systems":[3,14],"have":[4],"been":[5],"proposed":[6,69,153],"to":[7,16,37,62,112,132,159],"help":[8],"dermatologists":[9,27],"diagnose":[10],"melanomas.":[11],"However,":[12],"these":[13,173],"fail":[15],"provide":[17],"a":[18,44,49,101,148,165],"medical":[19],"explanation":[20],"for":[21,88],"the":[22,26,55,76,81,98,123,133,180],"diagnosis.":[23],"This":[24,126],"makes":[25],"unsure":[28],"about":[29],"their":[30],"use,":[31],"since":[32],"they":[33],"are":[34,110,175],"not":[35],"easy":[36],"understand.":[38],"In":[39],"this":[40,60,93,114],"paper":[41],"we":[42,109],"propose":[43],"CAD":[45],"system":[46,70,82,94],"that":[47],"extracts":[48],"clinically":[50],"inspired":[51],"color":[52,78,154],"description":[53],"of":[54,74,92,100,103,135,145,150,167,171],"lesion":[56],"and":[57,83,147,169,177],"then,":[58],"uses":[59],"information":[61],"discriminate":[63],"melanomas":[64],"from":[65],"benign":[66],"lesions.":[67],"The":[68,90,152],"is":[71,95,128,156],"also":[72],"capable":[73],"showing":[75],"extracted":[77],"features,":[79],"making":[80],"its":[84],"decisions":[85],"more":[86],"comprehensible":[87],"practitioners.":[89],"development":[91],"hampered":[96],"by":[97],"lack":[99],"database":[102],"detailed":[104],"annotate":[105],"dermoscopy":[106,139],"images.":[107],"Nonetheless,":[108],"able":[111],"tackle":[113],"issue":[115],"using":[116],"an":[117,142],"image":[118],"annotation":[119],"framework":[120],"based":[121],"on":[122],"Correspondence-LDA":[124],"algorithm.":[125],"method":[127],"applied":[129],"with":[130,179],"success":[131],"identification":[134],"relevant":[136],"colors":[137],"in":[138,164],"images,":[140],"obtaining":[141],"average":[143],"Precision":[144],"84.9%":[146],"Recall":[149],"85.5%.":[151],"representation":[155],"then":[157],"used":[158],"classify":[160],"skin":[161],"lesions,":[162],"resulting":[163],"Sensitivity":[166],"78.9%":[168],"Specificity":[170],"76.7%,":[172],"values":[174],"promising":[176],"comparable":[178],"state-of-the":[181],"art.":[182]},"counts_by_year":[{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
