{"id":"https://openalex.org/W4395661604","doi":"https://doi.org/10.3233/jifs-219378","title":"Breast density classification in mammograms using VGG convolutional networks","display_name":"Breast density classification in mammograms using VGG convolutional networks","publication_year":2024,"publication_date":"2024-04-26","ids":{"openalex":"https://openalex.org/W4395661604","doi":"https://doi.org/10.3233/jifs-219378"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-219378","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-219378","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems: Applications in Engineering and Technology","raw_type":"journal-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/A5113189606","display_name":"E. Barrios Cruz","orcid":null},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Elsy Cruz","raw_affiliation_strings":["Instituto Polit\u00e9cnico Nacional","Centro de Investigaci\u00f3n en Computaci\u00f3n, Instituto Polit\u00e9cnico Nacional, 07700, CDMX"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Polit\u00e9cnico Nacional","institution_ids":["https://openalex.org/I59361560"]},{"raw_affiliation_string":"Centro de Investigaci\u00f3n en Computaci\u00f3n, Instituto Polit\u00e9cnico Nacional, 07700, CDMX","institution_ids":["https://openalex.org/I59361560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112996418","display_name":"Lourdes Santos","orcid":"https://orcid.org/0009-0004-2310-5363"},"institutions":[{"id":"https://openalex.org/I4210134034","display_name":"Centro M\u00e9dico ABC","ror":"https://ror.org/03e36d037","country_code":"MX","type":"healthcare","lineage":["https://openalex.org/I4210134034"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Lourdes Santos","raw_affiliation_strings":["Imagen Mamaria Centro M\u00e9dico ABC"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imagen Mamaria Centro M\u00e9dico ABC","institution_ids":["https://openalex.org/I4210134034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055414768","display_name":"Hiram Calvo","orcid":"https://orcid.org/0000-0003-2836-2102"},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Hiram Calvo","raw_affiliation_strings":["Instituto Polit\u00e9cnico Nacional","Centro de Investigaci\u00f3n en Computaci\u00f3n, Instituto Polit\u00e9cnico Nacional, 07700, CDMX"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Polit\u00e9cnico Nacional","institution_ids":["https://openalex.org/I59361560"]},{"raw_affiliation_string":"Centro de Investigaci\u00f3n en Computaci\u00f3n, Instituto Polit\u00e9cnico Nacional, 07700, CDMX","institution_ids":["https://openalex.org/I59361560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013900841","display_name":"\u00c1lvaro Anzueto-R\u00edos","orcid":"https://orcid.org/0000-0003-1627-0323"},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"\u00c1lvaro Anzueto-Rios","raw_affiliation_strings":["Instituto Polit\u00e9cnico Nacional","Unidad Profesional Interdisciplinaria en Ingenier\u00eda y Tecnolog\u00edas Avanzadas, Instituto Polit\u00e9cnico Nacional"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Polit\u00e9cnico Nacional","institution_ids":["https://openalex.org/I59361560"]},{"raw_affiliation_string":"Unidad Profesional Interdisciplinaria en Ingenier\u00eda y Tecnolog\u00edas Avanzadas, Instituto Polit\u00e9cnico Nacional","institution_ids":["https://openalex.org/I59361560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003678045","display_name":"Yenny Villuendas-Rey","orcid":"https://orcid.org/0000-0001-9889-3924"},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Yenny Villuendas-Rey","raw_affiliation_strings":["Instituto Polit\u00e9cnico Nacional","Centro de Innovaci\u00f3n y Desarrollo Tecnol\u00f3gico en C\u00f3mputo, Instituto Polit\u00e9cnico Nacional"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Polit\u00e9cnico Nacional","institution_ids":["https://openalex.org/I59361560"]},{"raw_affiliation_string":"Centro de Innovaci\u00f3n y Desarrollo Tecnol\u00f3gico en C\u00f3mputo, Instituto Polit\u00e9cnico Nacional","institution_ids":["https://openalex.org/I59361560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5055414768"],"corresponding_institution_ids":["https://openalex.org/I59361560"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.04219648,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"50","issue":"2","first_page":"611","last_page":"619"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9991000294685364,"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":0.9991000294685364,"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/T11361","display_name":"Digital Radiography and Breast Imaging","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T12994","display_name":"Infrared Thermography in Medicine","score":0.9916999936103821,"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/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49088603258132935},{"id":"https://openalex.org/keywords/bi-rads","display_name":"BI-RADS","score":0.4690430760383606},{"id":"https://openalex.org/keywords/mammographic-density","display_name":"MAMMOGRAPHIC DENSITY","score":0.46177682280540466},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.44159048795700073},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4409998059272766},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4188387393951416},{"id":"https://openalex.org/keywords/mammography","display_name":"Mammography","score":0.34860333800315857},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.28674936294555664},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.18933656811714172},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.176579087972641},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.053963154554367065}],"concepts":[{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49088603258132935},{"id":"https://openalex.org/C2779098232","wikidata":"https://www.wikidata.org/wiki/Q903975","display_name":"BI-RADS","level":5,"score":0.4690430760383606},{"id":"https://openalex.org/C2909213482","wikidata":"https://www.wikidata.org/wiki/Q17011492","display_name":"MAMMOGRAPHIC DENSITY","level":5,"score":0.46177682280540466},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.44159048795700073},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4409998059272766},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4188387393951416},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.34860333800315857},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.28674936294555664},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.18933656811714172},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.176579087972641},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.053963154554367065}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-219378","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-219378","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems: Applications in Engineering and Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W304373761","https://openalex.org/W2160408484","https://openalex.org/W2582617788","https://openalex.org/W2753680582","https://openalex.org/W2790012507","https://openalex.org/W2990198649","https://openalex.org/W3002249558","https://openalex.org/W3008603854","https://openalex.org/W3097042720","https://openalex.org/W3101765053","https://openalex.org/W3110148606","https://openalex.org/W3193520650","https://openalex.org/W4224321579","https://openalex.org/W4229004827","https://openalex.org/W4281885444","https://openalex.org/W4309455313","https://openalex.org/W4311545701","https://openalex.org/W4321506968"],"related_works":["https://openalex.org/W2050777812","https://openalex.org/W3208212708","https://openalex.org/W2489417550","https://openalex.org/W2927354646","https://openalex.org/W2384277228","https://openalex.org/W2111863209","https://openalex.org/W316473529","https://openalex.org/W4362522338","https://openalex.org/W1990672485","https://openalex.org/W2088738777"],"abstract_inverted_index":{"In":[0,20,79,122],"recent":[1],"years,":[2],"multiple":[3],"studies":[4],"have":[5],"highlighted":[6],"the":[7,14,23,47,51,68,75,80,123,137,148,154],"growing":[8],"correlation":[9],"between":[10],"breast":[11,18,37,162,168],"density":[12,38,163],"and":[13,32,61,63,95,99,117,125,172],"risk":[15,170],"of":[16,25,74,93,115,130,145,156],"developing":[17],"cancer.":[19],"this":[21],"research,":[22],"performance":[24],"two":[26,98],"convolutional":[27],"neural":[28],"network":[29],"architectures,":[30],"VGG16":[31,89,135],"VGG19,":[33],"was":[34,132],"evaluated":[35],"for":[36,97,136,147,167],"classification":[39,59,65],"across":[40],"three":[41],"distinct":[42],"scenarios":[43,55],"aimed":[44],"to":[45],"compare":[46],"masking":[48],"effect":[49],"on":[50,67,84],"models":[52,159],"performance.":[53],"These":[54,151],"encompass":[56],"both":[57],"binary":[58],"(fatty":[60],"dense)":[62],"multi-class":[64],"based":[66],"BI-RADS":[69],"categorization,":[70],"utilizing":[71],"a":[72,112],"subset":[73],"ABC-Digital":[76],"Mammography":[77],"Dataset.":[78],"first":[81],"experiment,":[82,104,127],"focusing":[83],"cases":[85,107],"with":[86,108,119,165],"no":[87],"masses,":[88,110],"achieved":[90],"an":[91,128,143],"accuracy":[92,114,129,144],"93.33%":[94,118,146],"90.00%":[96],"four-class":[100,149],"classification.":[101,150],"The":[102],"second":[103],"which":[105],"involved":[106],"benign":[109],"yielded":[111],"remarkable":[113],"95.83%":[116],"VGG16,":[120],"respectively.":[121],"third":[124],"last":[126],"88.00%":[131],"obtained":[133],"using":[134],"two-class":[138],"classification,":[139,164],"while":[140],"VGG19":[141],"delivered":[142],"findings":[152],"underscore":[153],"potential":[155],"deep":[157],"learning":[158],"in":[160],"enhancing":[161],"implications":[166],"cancer":[169],"assessment":[171],"early":[173],"detection.":[174]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
