{"id":"https://openalex.org/W4400491110","doi":"https://doi.org/10.1109/cscwd61410.2024.10580749","title":"MedMatch: Design of Semi-supervised learning Model with Curriculum Pseudo-Labels for Medical Image Classification","display_name":"MedMatch: Design of Semi-supervised learning Model with Curriculum Pseudo-Labels for Medical Image Classification","publication_year":2024,"publication_date":"2024-05-08","ids":{"openalex":"https://openalex.org/W4400491110","doi":"https://doi.org/10.1109/cscwd61410.2024.10580749"},"language":"en","primary_location":{"id":"doi:10.1109/cscwd61410.2024.10580749","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cscwd61410.2024.10580749","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101726917","display_name":"Yufei Gao","orcid":"https://orcid.org/0000-0002-8737-8449"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yufei Gao","raw_affiliation_strings":["ZhengZhou University; SongShan Laboratory,School of Cyber Science and Engineering,Zheng Zhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ZhengZhou University; SongShan Laboratory,School of Cyber Science and Engineering,Zheng Zhou,China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100656819","display_name":"Zhe Chen","orcid":"https://orcid.org/0000-0002-3215-2696"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Chen","raw_affiliation_strings":["ZhengZhou University,School of Cyber Science and Engineering,Zheng Zhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ZhengZhou University,School of Cyber Science and Engineering,Zheng Zhou,China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072249624","display_name":"Lei Shi","orcid":"https://orcid.org/0000-0002-1170-3911"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Shi","raw_affiliation_strings":["ZhengZhou University; SongShan Laboratory,School of Cyber Science and Engineering,Zheng Zhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ZhengZhou University; SongShan Laboratory,School of Cyber Science and Engineering,Zheng Zhou,China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006029284","display_name":"Qingxian Wang","orcid":"https://orcid.org/0009-0002-5910-0965"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"QingXian Wang","raw_affiliation_strings":["ZhengZhou University,School of Cyber Science and Engineering,Zheng Zhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ZhengZhou University,School of Cyber Science and Engineering,Zheng Zhou,China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081167104","display_name":"Yameng Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yameng Zhang","raw_affiliation_strings":["People&#x2019;s Hospital of ZhenZhou University,Henan Provincial People&#x2019;s Hospital,Department of Pathology,Zheng Zhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"People&#x2019;s Hospital of ZhenZhou University,Henan Provincial People&#x2019;s Hospital,Department of Pathology,Zheng Zhou,China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2034","last_page":"2039"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.8737999796867371,"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":0.8737999796867371,"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":0.7631000280380249,"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/computer-science","display_name":"Computer science","score":0.7369437217712402},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5892365574836731},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5349658131599426},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.5165154337882996},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.5149601101875305},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4253763258457184},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.395395427942276},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07154271006584167}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7369437217712402},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5892365574836731},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5349658131599426},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.5165154337882996},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.5149601101875305},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4253763258457184},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.395395427942276},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07154271006584167},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscwd61410.2024.10580749","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cscwd61410.2024.10580749","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322766","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21"},{"id":"https://openalex.org/F4320330944","display_name":"Nature","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2348562106","https://openalex.org/W2370820329","https://openalex.org/W2370554813","https://openalex.org/W4362576712","https://openalex.org/W2387560707","https://openalex.org/W2363525455","https://openalex.org/W4312355418","https://openalex.org/W2314810092","https://openalex.org/W2291489469","https://openalex.org/W2546503577"],"abstract_inverted_index":{"Deep":[0],"neural":[1],"networks":[2],"are":[3],"extensively":[4],"employed":[5],"in":[6,84,87,143],"CAD":[7,152],"(computer-aided":[8],"diagnosis)":[9],"to":[10,103],"enhance":[11],"diagnostic":[12],"efficiency,":[13],"accuracy,":[14],"and":[15,27,36,75,114,129],"reliability.":[16],"However,":[17,60],"relying":[18],"on":[19,151],"manually":[20],"annotation,":[21],"labeling":[22],"medical":[23],"images":[24],"is":[25,101,122],"costly":[26],"time-consuming.":[28],"Consequently,":[29],"obtaining":[30],"labeled":[31],"data":[32,46,81,112],"of":[33,45,57,72,77,96,107,138],"sufficient":[34],"scale":[35],"high":[37],"quality":[38],"poses":[39],"a":[40,117],"challenge.":[41],"In":[42,91],"the":[43,55,66,94,105,126,136],"field":[44],"science,":[47],"semi-supervised":[48],"learning":[49],"(SSL)":[50],"methods":[51,100,110,150],"have":[52],"significantly":[53],"reduced":[54],"burden":[56],"dataset":[58],"labeling.":[59],"two":[61],"primary":[62],"issues":[63],"exist:":[64],"(1)":[65],"multi-classification":[67],"challenge":[68],"involving":[69],"simultaneous":[70],"classification":[71],"multiple":[73,78],"lesions":[74],"diagnosis":[76],"diseases;":[79],"(2)":[80],"imbalance":[82],"results":[83,133],"significant":[85],"variations":[86],"disease":[88],"prevalence":[89],"rates.":[90],"this":[92],"paper,":[93],"design":[95,137],"Curriculum":[97],"Pseudo-labels":[98],"(CPL)":[99],"adopted":[102],"overcome":[104],"limitations":[106],"applying":[108],"SSL":[109,149],"across":[111],"science":[113],"CAD.":[115],"Additionally,":[116],"novel":[118],"strategy":[119],"called":[120],"MedAugment":[121],"proposed":[123],"for":[124],"enhancing":[125],"model's":[127],"robustness":[128],"generalization":[130],"ability.":[131],"Experimental":[132],"show":[134],"that":[135],"MedMatch":[139],"model":[140],"reaches":[141],"94.21%":[142],"AUC":[144],"score":[145],"compared":[146],"with":[147],"state-of-the-art":[148],"task.":[153]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
