{"id":"https://openalex.org/W3203118353","doi":"https://doi.org/10.1109/spac53836.2021.9539931","title":"Machine learning distribution model and auxiliary diagnosis system based on pathological sections from multiple parts of human beings","display_name":"Machine learning distribution model and auxiliary diagnosis system based on pathological sections from multiple parts of human beings","publication_year":2021,"publication_date":"2021-06-18","ids":{"openalex":"https://openalex.org/W3203118353","doi":"https://doi.org/10.1109/spac53836.2021.9539931","mag":"3203118353"},"language":"en","primary_location":{"id":"doi:10.1109/spac53836.2021.9539931","is_oa":false,"landing_page_url":"https://doi.org/10.1109/spac53836.2021.9539931","pdf_url":null,"source":{"id":"https://openalex.org/S4306498851","display_name":"2021 International Conference on Security, Pattern Analysis, and Cybernetics\uff08SPAC)","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Security, Pattern Analysis, and Cybernetics\uff08SPAC)","raw_type":"proceedings-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/A5075048645","display_name":"Yuer Yang","orcid":"https://orcid.org/0000-0001-6489-286X"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuer Yang","raw_affiliation_strings":["College of Cyber Security Jinan University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Cyber Security Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100414285","display_name":"Ying Liu","orcid":"https://orcid.org/0000-0002-6540-0473"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Liu","raw_affiliation_strings":["College of Public Health Fudan University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"College of Public Health Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067031795","display_name":"Shaobo Chen","orcid":"https://orcid.org/0000-0002-6125-8879"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaobo Chen","raw_affiliation_strings":["College of Information Science and Technology Jinan University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101798264","display_name":"Yiming Xu","orcid":"https://orcid.org/0000-0002-2013-3973"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiming Xu","raw_affiliation_strings":["Jinan University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100319030","display_name":"Yao Wang","orcid":"https://orcid.org/0000-0003-1074-5375"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yao Wang","raw_affiliation_strings":["Jinan University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031357974","display_name":"Kairui Liu","orcid":"https://orcid.org/0000-0002-2555-6238"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kairui Liu","raw_affiliation_strings":["College of Information Science and Technology Jinan University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013446313","display_name":"Yujuan Quan","orcid":null},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujuan Quan","raw_affiliation_strings":["College of Information Science and Technology Jinan University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5075048645"],"corresponding_institution_ids":["https://openalex.org/I159948400"],"apc_list":null,"apc_paid":null,"fwci":0.9064,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.67477204,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"439","last_page":"444"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9983000159263611,"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"}},"topics":[{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9983000159263611,"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/T10862","display_name":"AI in cancer detection","score":0.9980000257492065,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9955000281333923,"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/generalization","display_name":"Generalization","score":0.7254716157913208},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6916627287864685},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5618664026260376},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5175784826278687},{"id":"https://openalex.org/keywords/homogeneous","display_name":"Homogeneous","score":0.5047100782394409},{"id":"https://openalex.org/keywords/pathological","display_name":"Pathological","score":0.4664205014705658},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.4546104967594147},{"id":"https://openalex.org/keywords/stroma","display_name":"Stroma","score":0.439849317073822},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.22172781825065613},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11307653784751892},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1041276752948761}],"concepts":[{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.7254716157913208},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6916627287864685},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5618664026260376},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5175784826278687},{"id":"https://openalex.org/C66882249","wikidata":"https://www.wikidata.org/wiki/Q169336","display_name":"Homogeneous","level":2,"score":0.5047100782394409},{"id":"https://openalex.org/C207886595","wikidata":"https://www.wikidata.org/wiki/Q1456138","display_name":"Pathological","level":2,"score":0.4664205014705658},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.4546104967594147},{"id":"https://openalex.org/C52124034","wikidata":"https://www.wikidata.org/wiki/Q557179","display_name":"Stroma","level":3,"score":0.439849317073822},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.22172781825065613},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11307653784751892},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1041276752948761},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C204232928","wikidata":"https://www.wikidata.org/wiki/Q899285","display_name":"Immunohistochemistry","level":2,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/spac53836.2021.9539931","is_oa":false,"landing_page_url":"https://doi.org/10.1109/spac53836.2021.9539931","pdf_url":null,"source":{"id":"https://openalex.org/S4306498851","display_name":"2021 International Conference on Security, Pattern Analysis, and Cybernetics\uff08SPAC)","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Security, Pattern Analysis, and Cybernetics\uff08SPAC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1641498739","https://openalex.org/W2301358467","https://openalex.org/W2515788890","https://openalex.org/W2963122731","https://openalex.org/W2981841914","https://openalex.org/W2986445509","https://openalex.org/W3006135495","https://openalex.org/W3022086662","https://openalex.org/W3048255638","https://openalex.org/W3103609633","https://openalex.org/W3128328841","https://openalex.org/W3205088386","https://openalex.org/W4393715672"],"related_works":["https://openalex.org/W2129563426","https://openalex.org/W1955580232","https://openalex.org/W2417404793","https://openalex.org/W2032477436","https://openalex.org/W2066577782","https://openalex.org/W2416582102","https://openalex.org/W2066250990","https://openalex.org/W2413189224","https://openalex.org/W3136137400","https://openalex.org/W2365243064"],"abstract_inverted_index":{"This":[0],"study":[1],"aimed":[2],"to":[3,22,25,58,65,79,115,142],"build":[4,59],"up":[5],"a":[6,36,106,138],"machine":[7,119],"learning":[8,120],"model":[9],"through":[10],"resnet34":[11,55],"framework":[12],"with":[13,88,96],"strong":[14],"generalization":[15],"ability":[16],"and":[17,50,54,94,104],"an":[18,128],"auxiliary":[19],"diagnosis":[20],"system":[21,131],"assist":[23],"physicians":[24,141],"classify":[26],"pathological":[27,37],"sections":[28],"from":[29],"multiple":[30],"parts":[31],"of":[32,69],"human":[33],"beings.":[34],"Usually,":[35],"section":[38],"can":[39],"be":[40,80],"distinguished":[41],"between":[42,92],"tumor,":[43],"stroma,":[44],"complex,":[45],"lymph,":[46],"debris,":[47],"mucosa,":[48],"adipose,":[49],"empty.":[51],"U-net,":[52],"resnet18,":[53],"were":[56],"employed":[57],"the":[60,67,85,89,99,117,134],"models.":[61],"Accuracy":[62],"was":[63],"applied":[64],"access":[66],"performance":[68,87],"models":[70],"since":[71],"our":[72,81],"data":[73,100],"sets":[74],"are":[75],"homogeneous.":[76],"Resnet34,":[77],"selected":[78],"final":[82],"framework,":[83],"achieved":[84],"best":[86],"highest":[90],"accuracy":[91],"95.0%":[93],"97.2%":[95],"training":[97],"on":[98,122,133],"sets,":[101],"adjusting":[102],"options,":[103],"adding":[105],"fully":[107],"connected":[108],"layer.":[109],"Since":[110],"it":[111],"is":[112],"not":[113],"possible":[114],"deploy":[116],"required":[118],"environment":[121],"every":[123],"physician's":[124],"computer,":[125],"we":[126],"deployed":[127],"online":[129],"recognition":[130],"based":[132],"models,":[135],"presented":[136],"as":[137],"website,":[139],"for":[140],"use.":[143]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}