{"id":"https://openalex.org/W4214911169","doi":"https://doi.org/10.5220/0010938800003123","title":"Detection of Microcalcifications in Digital Breast Tomosynthesis using Faster R-CNN and 3D Volume Rendering","display_name":"Detection of Microcalcifications in Digital Breast Tomosynthesis using Faster R-CNN and 3D Volume Rendering","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4214911169","doi":"https://doi.org/10.5220/0010938800003123"},"language":"en","primary_location":{"id":"doi:10.5220/0010938800003123","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010938800003123","pdf_url":null,"source":{"id":"https://openalex.org/S4363608833","display_name":"Proceedings of the 15th International Joint Conference on Biomedical Engineering Systems and Technologies","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th International Joint Conference on Biomedical Engineering Systems and Technologies","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.5220/0010938800003123","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062735262","display_name":"Ana M. Mota","orcid":"https://orcid.org/0000-0002-1931-294X"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Ana Mota","raw_affiliation_strings":["Instituto de Biof\u00edsica e Engenharia Biom\u00e9dica, Faculdade de Ci\u00eancias da Universidade de Lisboa, Lisboa, Portugal, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Instituto de Biof\u00edsica e Engenharia Biom\u00e9dica, Faculdade de Ci\u00eancias da Universidade de Lisboa, Lisboa, Portugal, --- Select a Country ---","institution_ids":["https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001311980","display_name":"Matthew J. Clarkson","orcid":"https://orcid.org/0000-0002-5565-1252"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Matthew Clarkson","raw_affiliation_strings":["Department of Medical Physics and Biomedical Engineering and the Centre for Medical Image Computing (CMIC), University College London, London, U.K., --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Department of Medical Physics and Biomedical Engineering and the Centre for Medical Image Computing (CMIC), University College London, London, U.K., --- Select a Country ---","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047408026","display_name":"P. Almeida","orcid":"https://orcid.org/0000-0001-5247-4011"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Pedro Almeida","raw_affiliation_strings":["Instituto de Biof\u00edsica e Engenharia Biom\u00e9dica, Faculdade de Ci\u00eancias da Universidade de Lisboa, Lisboa, Portugal, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Instituto de Biof\u00edsica e Engenharia Biom\u00e9dica, Faculdade de Ci\u00eancias da Universidade de Lisboa, Lisboa, Portugal, --- Select a Country ---","institution_ids":["https://openalex.org/I141596103"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041536257","display_name":"Nuno Matela","orcid":"https://orcid.org/0000-0002-8048-7896"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Nuno Matela","raw_affiliation_strings":["Instituto de Biof\u00edsica e Engenharia Biom\u00e9dica, Faculdade de Ci\u00eancias da Universidade de Lisboa, Lisboa, Portugal, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Instituto de Biof\u00edsica e Engenharia Biom\u00e9dica, Faculdade de Ci\u00eancias da Universidade de Lisboa, Lisboa, Portugal, --- Select a Country ---","institution_ids":["https://openalex.org/I141596103"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5062735262"],"corresponding_institution_ids":["https://openalex.org/I141596103"],"apc_list":null,"apc_paid":null,"fwci":0.5219,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.61255101,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"80","last_page":"89"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9922000169754028,"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"}},{"id":"https://openalex.org/T11361","display_name":"Digital Radiography and Breast Imaging","score":0.9781000018119812,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/digital-breast-tomosynthesis","display_name":"Digital Breast Tomosynthesis","score":0.7786869406700134},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6846656799316406},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.6559361219406128},{"id":"https://openalex.org/keywords/volume-rendering","display_name":"Volume rendering","score":0.6074848771095276},{"id":"https://openalex.org/keywords/microcalcification","display_name":"Microcalcification","score":0.5519124269485474},{"id":"https://openalex.org/keywords/tomosynthesis","display_name":"Tomosynthesis","score":0.5277581810951233},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4918642044067383},{"id":"https://openalex.org/keywords/volume","display_name":"Volume (thermodynamics)","score":0.48619407415390015},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.48331379890441895},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.38790497183799744},{"id":"https://openalex.org/keywords/mammography","display_name":"Mammography","score":0.3084849715232849},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.1526487171649933},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12936589121818542},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.0528411865234375}],"concepts":[{"id":"https://openalex.org/C2909182381","wikidata":"https://www.wikidata.org/wiki/Q7820316","display_name":"Digital Breast Tomosynthesis","level":5,"score":0.7786869406700134},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6846656799316406},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.6559361219406128},{"id":"https://openalex.org/C30769735","wikidata":"https://www.wikidata.org/wiki/Q2165951","display_name":"Volume rendering","level":3,"score":0.6074848771095276},{"id":"https://openalex.org/C2781129008","wikidata":"https://www.wikidata.org/wiki/Q1933877","display_name":"Microcalcification","level":5,"score":0.5519124269485474},{"id":"https://openalex.org/C147454874","wikidata":"https://www.wikidata.org/wiki/Q7820316","display_name":"Tomosynthesis","level":5,"score":0.5277581810951233},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4918642044067383},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.48619407415390015},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.48331379890441895},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.38790497183799744},{"id":"https://openalex.org/C2780472235","wikidata":"https://www.wikidata.org/wiki/Q324634","display_name":"Mammography","level":4,"score":0.3084849715232849},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.1526487171649933},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12936589121818542},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0528411865234375},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.5220/0010938800003123","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010938800003123","pdf_url":null,"source":{"id":"https://openalex.org/S4363608833","display_name":"Proceedings of the 15th International Joint Conference on Biomedical Engineering Systems and Technologies","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th International Joint Conference on Biomedical Engineering Systems and Technologies","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10147917","is_oa":false,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10147917/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In: Gracanin, D and Fred, A and Gamboa, H, (eds.) Proceedings of the 15th International Joint Conference on Biomedical Engineering Systems and Technologies - BIOIMAGING.  (pp. pp. 80-89).  SciTePress (2022)     ","raw_type":"Proceedings paper"},{"id":"pmh:oai:repositorio.ulisboa.pt:10400.5/99315","is_oa":true,"landing_page_url":"http://hdl.handle.net/10400.5/99315","pdf_url":null,"source":{"id":"https://openalex.org/S4306401074","display_name":"Reposit\u00f3rio da Universidade de Lisboa (University of Lisbon)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I141596103","host_organization_name":"University of Lisbon","host_organization_lineage":["https://openalex.org/I141596103"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"}],"best_oa_location":{"id":"doi:10.5220/0010938800003123","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010938800003123","pdf_url":null,"source":{"id":"https://openalex.org/S4363608833","display_name":"Proceedings of the 15th International Joint Conference on Biomedical Engineering Systems and Technologies","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th International Joint Conference on Biomedical Engineering Systems and Technologies","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.6100000143051147,"display_name":"Zero hunger"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2378946663","https://openalex.org/W2279492977","https://openalex.org/W4381280234","https://openalex.org/W3043226279","https://openalex.org/W2031284012","https://openalex.org/W2112863816","https://openalex.org/W2731525820","https://openalex.org/W2528071193","https://openalex.org/W2354834859","https://openalex.org/W2517286734"],"abstract_inverted_index":{"Microcalcification":[0],"clusters":[1],"(MCs)":[2],"are":[3,27,121],"one":[4],"of":[5,47,109,144,171,182],"the":[6,44,86,107,130,133,145,169,172],"most":[7],"important":[8,36,137],"biomarkers":[9],"for":[10],"breast":[11,22,158],"cancer":[12,23],"and":[13,95,124,142,166],"Digital
\\nBreast":[14],"Tomosynthesis":[15],"(DBT)":[16],"has":[17],"consolidated":[18],"its":[19],"role":[20],"in":[21,82],"imaging.":[24],"As":[25],"there":[26],"mixed
\\nobservations":[28],"about":[29],"MCs":[30,48,81,88,105,173],"detection":[31],"using":[32],"DBT,":[33],"it":[34,155],"is":[35,49,55,174,186],"to":[37,71,79,176],"develop":[38],"tools":[39],"that":[40],"improve":[41],"this":[42,61],"task.
\\nFurthermore,":[43],"visualization":[45,94],"mode":[46],"also":[50],"crucial,":[51],"as":[52,168],"their":[53,58,183],"diagnosis":[54],"associated":[56],"with":[57,115,139,160],"3D
\\nmorphology.":[59],"In":[60],"work,":[62],"DBT":[63],"data":[64],"from":[65],"a":[66,73,177,179],"public":[67],"database":[68],"were":[69],"used":[70],"train":[72],"faster":[74],"region-based
\\nconvolutional":[75],"neural":[76],"network":[77],"(R-CNN)":[78],"locate":[80],"entire":[83],"DBT.":[84],"Additionally,":[85],"detected":[87,146],"were
\\nfurther":[89],"analyzed":[90],"through":[91],"standard":[92],"2D":[93],"3D":[96,134,184],"volume":[97],"rendering":[98,170],"(VR)":[99],"specifically":[100],"developed":[101],"for
\\nDBT":[102],"data.":[103],"For":[104],"detection,":[106],"sensitivity":[108],"our":[110],"Faster":[111],"R-CNN":[112],"was":[113],"60%":[114],"4":[116],"false":[117],"positives.":[118],"These
\\npreliminary":[119],"results":[120],"very":[122],"promising":[123],"can":[125],"be":[126],"further":[127],"improved.":[128],"On":[129],"other":[131],"hand,":[132],"VR
\\nvisualization":[135],"provided":[136],"information,":[138],"higher":[140],"quality":[141],"discernment":[143],"MCs.":[147],"The
\\ndeveloped":[148],"pipeline":[149],"may":[150],"help":[151],"radiologists":[152],"since":[153],"(1)":[154],"indicates":[156],"specific":[157],"regions":[159],"possible":[161],"lesions
\\nthat":[162],"deserve":[163],"additional":[164],"attention":[165],"(2)":[167],"similar":[175],"segmentation,":[178],"detailed
\\ncomplementary":[180],"analysis":[181],"morphology":[185],"possible.":[187]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}