{"id":"https://openalex.org/W2295256730","doi":"https://doi.org/10.1109/embc.2015.7318482","title":"Convolutional neural networks for mammography mass lesion classification","display_name":"Convolutional neural networks for mammography mass lesion classification","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W2295256730","doi":"https://doi.org/10.1109/embc.2015.7318482","mag":"2295256730","pmid":"https://pubmed.ncbi.nlm.nih.gov/26736382"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2015.7318482","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7318482","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":"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/A5030925233","display_name":"John Ar\u00e9valo","orcid":"https://orcid.org/0000-0002-1138-5036"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John Arevalo","raw_affiliation_strings":["Department of Electrical Engineering, University of California, Los Angeles, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of California, Los Angeles, CA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080973347","display_name":"Fabio A. Gonz\u00e1lez","orcid":"https://orcid.org/0000-0001-9009-7288"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fabio A. Gonzalez","raw_affiliation_strings":["Department of Electrical Engineering, University of California, Los Angeles, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of California, Los Angeles, CA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011088033","display_name":"Ra\u00fal Ramos-Poll\u00e1n","orcid":"https://orcid.org/0000-0001-6195-3612"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Raul Ramos-Pollan","raw_affiliation_strings":["Universidad Industrial de Santander, Bucaramanga, CO"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Industrial de Santander, Bucaramanga, CO","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040524956","display_name":"Jos\u00e9 Lu\u00eds Oliveira","orcid":"https://orcid.org/0000-0002-6672-6176"},"institutions":[{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jose L. Oliveira","raw_affiliation_strings":["Universidade de Aveiro, Aveiro, Aveiro, PT"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade de Aveiro, Aveiro, Aveiro, PT","institution_ids":["https://openalex.org/I60858718"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074953921","display_name":"Miguel Guevara","orcid":"https://orcid.org/0000-0001-7814-1653"},"institutions":[{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Miguel Angel Guevara Lopez","raw_affiliation_strings":["Universidade de Aveiro, Aveiro, Aveiro, PT"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade de Aveiro, Aveiro, Aveiro, PT","institution_ids":["https://openalex.org/I60858718"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":17.8069,"has_fulltext":false,"cited_by_count":139,"citation_normalized_percentile":{"value":0.99204819,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"2015","issue":null,"first_page":"797","last_page":"800"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9993000030517578,"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":0.9993000030517578,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9804999828338623,"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"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.964900016784668,"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/mammography","display_name":"Mammography","score":0.804716169834137},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.782390832901001},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7688276171684265},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7123314738273621},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6410603523254395},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6359107494354248},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.6087305545806885},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.544853687286377},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.511055588722229},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5075913667678833},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3981054425239563},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3873666524887085}],"concepts":[{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.804716169834137},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.782390832901001},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7688276171684265},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7123314738273621},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6410603523254395},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6359107494354248},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.6087305545806885},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.544853687286377},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.511055588722229},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5075913667678833},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3981054425239563},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3873666524887085},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","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},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"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/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.0},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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}],"mesh":[{"descriptor_ui":"D008327","descriptor_name":"Mammography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008327","descriptor_name":"Mammography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008327","descriptor_name":"Mammography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012372","descriptor_name":"ROC Curve","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/embc.2015.7318482","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7318482","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:26736382","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26736382","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":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309480","display_name":"Nvidia","ror":"https://ror.org/03jdj4y14"},{"id":"https://openalex.org/F4320309955","display_name":"Departamento Administrativo de Ciencia, Tecnolog\u00eda e Innovaci\u00f3n (COLCIENCIAS)","ror":"https://ror.org/048jthh02"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335412","display_name":"Centro de Investigaciones Energ\u00e9ticas, Medioambientales y Tecnol\u00f3gicas","ror":"https://ror.org/05xx77y52"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1872489089","https://openalex.org/W1971917403","https://openalex.org/W2014818771","https://openalex.org/W2038864232","https://openalex.org/W2050997943","https://openalex.org/W2084369411","https://openalex.org/W2095705004","https://openalex.org/W2097998348","https://openalex.org/W2112270781","https://openalex.org/W2116353952","https://openalex.org/W2143345254","https://openalex.org/W2155541015","https://openalex.org/W2163922914","https://openalex.org/W2546302380","https://openalex.org/W2600242143","https://openalex.org/W4293460823","https://openalex.org/W4294375521","https://openalex.org/W6639260565","https://openalex.org/W6674330103","https://openalex.org/W6674385629","https://openalex.org/W6680730478","https://openalex.org/W6682778277"],"related_works":["https://openalex.org/W1514924336","https://openalex.org/W2911497689","https://openalex.org/W2952813363","https://openalex.org/W4360783045","https://openalex.org/W2963346891","https://openalex.org/W2770149305","https://openalex.org/W3167930666","https://openalex.org/W3014952856","https://openalex.org/W3010730661","https://openalex.org/W2565656575"],"abstract_inverted_index":{"Feature":[0],"extraction":[1],"is":[2,10,37,77],"a":[3,68,78],"fundamental":[4],"step":[5],"when":[6],"mammography":[7,61],"image":[8],"analysis":[9],"addressed":[11],"using":[12],"learning":[13],"based":[14],"approaches.":[15],"Traditionally,":[16],"problem":[17],"dependent":[18],"handcrafted":[19],"features":[20,59],"are":[21],"used":[22],"to":[23,43,57,67,87],"represent":[24],"the":[25,38,82,94],"content":[26],"of":[27,40,53,91],"images.":[28],"An":[29],"alternative":[30],"approach":[31,76],"successfully":[32],"applied":[33],"in":[34,89],"other":[35],"domains":[36],"use":[39],"neural":[41,55],"networks":[42,56],"automatically":[44],"discover":[45],"good":[46],"features.":[47],"This":[48],"work":[49],"presents":[50],"an":[51],"evaluation":[52],"convolutional":[54],"learn":[58],"for":[60],"mass":[62],"lesions":[63],"before":[64],"feeding":[65],"them":[66],"classification":[69],"stage.":[70],"Experimental":[71],"results":[72],"showed":[73],"that":[74],"this":[75],"suitable":[79],"strategy":[80],"outperforming":[81],"state-of-the-art":[83],"representation":[84],"from":[85],"79.9%":[86],"86%":[88],"terms":[90],"area":[92],"under":[93],"ROC":[95],"curve.":[96]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":17},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":21},{"year":2019,"cited_by_count":25},{"year":2018,"cited_by_count":18},{"year":2017,"cited_by_count":13},{"year":2016,"cited_by_count":8},{"year":2015,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
