{"id":"https://openalex.org/W4281651920","doi":"https://doi.org/10.1145/3529399.3529426","title":"Breast Cancer Detection from Histopathological Images using Deep Learning and Transfer Learning","display_name":"Breast Cancer Detection from Histopathological Images using Deep Learning and Transfer Learning","publication_year":2022,"publication_date":"2022-03-11","ids":{"openalex":"https://openalex.org/W4281651920","doi":"https://doi.org/10.1145/3529399.3529426"},"language":"en","primary_location":{"id":"doi:10.1145/3529399.3529426","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3529399.3529426","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 7th International Conference on Machine Learning Technologies (ICMLT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://trap.ncirl.ie/4282/1/mansichowkkar.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076763328","display_name":"Cristina Hava Muntean","orcid":"https://orcid.org/0000-0001-5082-9253"},"institutions":[{"id":"https://openalex.org/I104546213","display_name":"National College of Ireland","ror":"https://ror.org/02qzs9336","country_code":"IE","type":"education","lineage":["https://openalex.org/I104546213"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Cristina Hava Muntean","raw_affiliation_strings":["School of Computing, National College of Ireland, Ireland"],"affiliations":[{"raw_affiliation_string":"School of Computing, National College of Ireland, Ireland","institution_ids":["https://openalex.org/I104546213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002893753","display_name":"Mansi Chowkkar","orcid":null},"institutions":[{"id":"https://openalex.org/I104546213","display_name":"National College of Ireland","ror":"https://ror.org/02qzs9336","country_code":"IE","type":"education","lineage":["https://openalex.org/I104546213"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Mansi Chowkkar","raw_affiliation_strings":["School of Computing, National College of Ireland, Ireland"],"affiliations":[{"raw_affiliation_string":"School of Computing, National College of Ireland, Ireland","institution_ids":["https://openalex.org/I104546213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5076763328"],"corresponding_institution_ids":["https://openalex.org/I104546213"],"apc_list":null,"apc_paid":null,"fwci":1.592,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.85541964,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"164","last_page":"169"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9965999722480774,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9546999931335449,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/magnification","display_name":"Magnification","score":0.9190628528594971},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.7753492593765259},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.734488844871521},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7268947958946228},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.5924066305160522},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5487823486328125},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.45300260186195374},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.3668147623538971},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3628087043762207},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32671836018562317},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18410402536392212}],"concepts":[{"id":"https://openalex.org/C4144372","wikidata":"https://www.wikidata.org/wiki/Q675287","display_name":"Magnification","level":2,"score":0.9190628528594971},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7753492593765259},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.734488844871521},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7268947958946228},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.5924066305160522},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5487823486328125},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.45300260186195374},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.3668147623538971},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3628087043762207},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32671836018562317},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18410402536392212},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3529399.3529426","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3529399.3529426","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 7th International Conference on Machine Learning Technologies (ICMLT)","raw_type":"proceedings-article"},{"id":"pmh:oai:trap.ncirl.ie:4282","is_oa":true,"landing_page_url":null,"pdf_url":"http://trap.ncirl.ie/4282/1/mansichowkkar.pdf","source":{"id":"https://openalex.org/S4306400345","display_name":"TRAP@NCI (National College of Ireland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I104546213","host_organization_name":"National College of Ireland","host_organization_lineage":["https://openalex.org/I104546213"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"}],"best_oa_location":{"id":"pmh:oai:trap.ncirl.ie:4282","is_oa":true,"landing_page_url":null,"pdf_url":"http://trap.ncirl.ie/4282/1/mansichowkkar.pdf","source":{"id":"https://openalex.org/S4306400345","display_name":"TRAP@NCI (National College of Ireland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I104546213","host_organization_name":"National College of Ireland","host_organization_lineage":["https://openalex.org/I104546213"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.6800000071525574}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4281651920.pdf","grobid_xml":"https://content.openalex.org/works/W4281651920.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W2592929672","https://openalex.org/W2793351499","https://openalex.org/W2899979836","https://openalex.org/W2921766025","https://openalex.org/W2951250226","https://openalex.org/W2967198658","https://openalex.org/W2972835420"],"related_works":["https://openalex.org/W4206357785","https://openalex.org/W3192840557","https://openalex.org/W4281381188","https://openalex.org/W2951211570","https://openalex.org/W4375928479","https://openalex.org/W3167935049","https://openalex.org/W3023427754","https://openalex.org/W3131673289","https://openalex.org/W4380075502","https://openalex.org/W3198847674"],"abstract_inverted_index":{"Microscopic":[0],"analysis":[1],"of":[2,7,16,29,45,52,67,70,83,97,104],"breast":[3,17,31,57,84],"tissues":[4],"is":[5,22],"one":[6],"the":[8,14,53,56,68,111,123,136],"most":[9],"precise":[10],"technique":[11,21],"used":[12],"for":[13,80,122,141],"diagnosis":[15,40],"cancer.":[18],"However,":[19],"this":[20],"time":[23],"consuming":[24],"as":[25],"it":[26],"requires":[27],"scanning":[28],"various":[30],"tissue":[32],"images":[33,86,96],"with":[34,127],"different":[35],"magnification":[36,125,143],"levels.":[37],"Computer":[38],"assisted":[39],"techniques":[41],"that":[42],"make":[43],"use":[44,69],"machine":[46],"learning":[47,74,78,133],"methods":[48],"can":[49],"automate":[50],"some":[51],"tasks":[54],"in":[55],"cancer":[58],"diagnostic":[59],"process.":[60],"This":[61,91],"paper":[62],"conducts":[63],"a":[64],"comparative":[65],"study":[66,92],"CNN":[71],"and":[72,99,108],"transfer":[73],"based":[75],"DenseNet121":[76,118],"deep":[77],"models":[79],"automatic":[81],"classification":[82],"histopathological":[85,95],"into":[87],"malignant":[88,100],"or":[89],"benign.":[90],"uses":[93],"7909":[94],"benign":[98],"types.":[101],"The":[102],"impact":[103],"image":[105,129],"magnification,":[106],"scaling":[107],"rotation":[109],"on":[110],"model's":[112],"accuracy":[113,138],"was":[114],"investigated.":[115],"Results":[116],"show":[117],"outperformed":[119],"(86.6%":[120],"accuracy)":[121],"100X":[124,142],"level":[126],"128*128":[128],"size":[130],"scaling.":[131],"Transfer":[132],"significantly":[134],"increased":[135],"training":[137],"by":[139],"16.4%":[140],"level.":[144]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}