{"id":"https://openalex.org/W4413433567","doi":"https://doi.org/10.1142/s021800142357015x","title":"A Classification Method of Breast Cancer Histopathological Images Based on Multi-Staged Transfer Learning","display_name":"A Classification Method of Breast Cancer Histopathological Images Based on Multi-Staged Transfer Learning","publication_year":2025,"publication_date":"2025-08-22","ids":{"openalex":"https://openalex.org/W4413433567","doi":"https://doi.org/10.1142/s021800142357015x"},"language":"en","primary_location":{"id":"doi:10.1142/s021800142357015x","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s021800142357015x","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","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/A5108050376","display_name":"Hua Li","orcid":"https://orcid.org/0000-0002-9898-4233"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hua Li","raw_affiliation_strings":["School of Software, Xinjiang University, Urumqi 830091, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Software, Xinjiang University, Urumqi 830091, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049600816","display_name":"Jianeng Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianeng Yang","raw_affiliation_strings":["School of Software, Xinjiang University, Urumqi 830091, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Software, Xinjiang University, Urumqi 830091, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064454035","display_name":"Yurong Qian","orcid":null},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yurong Qian","raw_affiliation_strings":["Joint International Research Laboratory of Silk Road Multilingual Cognitive Computing, Xinjiang University, Urumqi 830046, P.\u00a0R.\u00a0China","School of Computer Science and Technology, Xinjiang University, Urumqi 830046, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Joint International Research Laboratory of Silk Road Multilingual Cognitive Computing, Xinjiang University, Urumqi 830046, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I96908189"]},{"raw_affiliation_string":"School of Computer Science and Technology, Xinjiang University, Urumqi 830046, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000202376","display_name":"Feng Liu","orcid":"https://orcid.org/0000-0002-3555-3727"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Liu","raw_affiliation_strings":["School of Software, Xinjiang University, Urumqi 830091, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Software, Xinjiang University, Urumqi 830091, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107870869","display_name":"Yongqiang Wang","orcid":"https://orcid.org/0000-0002-7276-4275"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongqiang Wang","raw_affiliation_strings":["School of Information Science & Engineering, Xinjiang University, Urumqi 830046, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Information Science & Engineering, Xinjiang University, Urumqi 830046, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I96908189"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5108050376"],"corresponding_institution_ids":["https://openalex.org/I96908189"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11079087,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"39","issue":"15","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.857200026512146,"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":0.857200026512146,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.857200026512146,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.7742000222206116,"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/transfer-of-learning","display_name":"Transfer of learning","score":0.7049579620361328},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6751618981361389},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5911508202552795},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.558733344078064},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48201361298561096},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.43360528349876404},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.340310275554657},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3201810121536255},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2514408826828003},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.0783226490020752}],"concepts":[{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7049579620361328},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6751618981361389},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5911508202552795},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.558733344078064},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48201361298561096},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43360528349876404},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.340310275554657},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3201810121536255},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2514408826828003},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0783226490020752}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s021800142357015x","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s021800142357015x","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.44999998807907104,"id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G5819373079","display_name":null,"funder_award_id":"61966035","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G734059956","display_name":null,"funder_award_id":"XJ2020G074","funder_id":"https://openalex.org/F4320326675","funder_display_name":"Xinjiang Uygur Autonomous Region Department of Education"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326675","display_name":"Xinjiang Uygur Autonomous Region Department of Education","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W2097117768","https://openalex.org/W2108598243","https://openalex.org/W2194775991","https://openalex.org/W2246989063","https://openalex.org/W2344480160","https://openalex.org/W2510224130","https://openalex.org/W2533800772","https://openalex.org/W2554892747","https://openalex.org/W2580767461","https://openalex.org/W2581082771","https://openalex.org/W2592929672","https://openalex.org/W2607057070","https://openalex.org/W2737969950","https://openalex.org/W2752517284","https://openalex.org/W2794622599","https://openalex.org/W2801370692","https://openalex.org/W2801540580","https://openalex.org/W2805192722","https://openalex.org/W2805714323","https://openalex.org/W2806001242","https://openalex.org/W2885824038","https://openalex.org/W2900257566","https://openalex.org/W2911711268","https://openalex.org/W2929968583","https://openalex.org/W2949306187","https://openalex.org/W2955337200","https://openalex.org/W2962934138","https://openalex.org/W2963446712","https://openalex.org/W2963701680","https://openalex.org/W2963933289","https://openalex.org/W2970016848","https://openalex.org/W2984245108","https://openalex.org/W2998957378"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W3201126466","https://openalex.org/W4405112912","https://openalex.org/W2375584271","https://openalex.org/W1997105855","https://openalex.org/W4282827391","https://openalex.org/W4301030387","https://openalex.org/W2414286769","https://openalex.org/W2013223288","https://openalex.org/W3015743358"],"abstract_inverted_index":{"Accurate":[0],"and":[1,26,40,46,84,91,100,139,143,148,180,186,205,211,231,237],"efficient":[2,47],"diagnosis":[3],"of":[4,12,20,50,96,104,155,176,201,227],"breast":[5,21,52,86,106,256],"cancer":[6,22,53,87,107,257],"is":[7],"an":[8,251],"important":[9],"research":[10],"topic":[11],"computer-aided":[13],"diagnosis.":[14],"However,":[15],"due":[16],"to":[17,116],"the":[18,27,30,51,81,85,93,97,101,105,113,118,126,130,137,140,149,156,167,171,192,196,219,222,246,255],"lack":[19],"histopathological":[23,31,54],"image":[24],"data":[25],"fact":[28],"that":[29,165],"images":[32,55,83,99,109,131],"themselves":[33],"have":[34],"problems":[35],"such":[36],"as":[37],"cell":[38],"overlap":[39],"uneven":[41],"color":[42],"distribution,":[43],"accurate":[44],"classification":[45,119],"feature":[48],"extraction":[49],"remains":[56],"still":[57],"a":[58,67],"challenge.":[59],"To":[60],"tackle":[61],"this":[62,64],"challenge,":[63],"paper":[65],"proposes":[66],"multi-stage":[68],"transfer":[69,77],"learning":[70,78],"method":[71,122,158,173,198,224,248],"(MT)":[72],"which":[73],"conducts":[74],"two":[75],"sequential":[76],"stages":[79],"using":[80],"general":[82,98],"medical":[88,108],"images,":[89],"respectively,":[90],"then":[92],"low-level":[94],"features":[95,103],"high-level":[102],"are":[110],"fused":[111],"in":[112,182,207,233,254],"final":[114],"stage":[115],"improve":[117],"performance.":[120],"The":[121,242],"was":[123],"tested":[124],"on":[125],"BreakHis":[127],"dataset":[128],"with":[129,159],"divided":[132],"into":[133],"four":[134],"subclasses":[135,145],"(for":[136],"benign":[138,147,169],"malignant":[141,150,194],"separately)":[142],"eight":[144,220],"(the":[146],"all":[151,218],"together).":[152],"A":[153],"comparison":[154],"MT":[157,172,197,223,247],"some":[160],"other":[161],"state-of-the-art":[162],"methods":[163],"showed":[164],"for":[166],"4":[168,193],"subclasses,":[170,195,221],"achieved":[174,199,225],"accuracy":[175,200,226],"99.20%,":[177],"98.68%,":[178],"96.01%,":[179],"98.24%":[181],"40\u00d7,":[183,208,234],"100\u00d7,":[184,209,235],"200\u00d7,":[185,210,236],"400\u00d7":[187,212,238],"magnification":[188,213,239],"factors,":[189,214,240],"respectively.":[190,215,241],"For":[191,217],"99.37%,":[202],"99.12%,":[203],"98.74%,":[204],"98.14%":[206],"Finally,":[216],"97.49%,":[228],"96.04%,":[229],"96.21%,":[230],"95.05%":[232],"experimental":[243],"results":[244],"demonstrated":[245],"can":[249],"provide":[250],"effective":[252],"means":[253],"classification.":[258]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
