{"id":"https://openalex.org/W7125962840","doi":"https://doi.org/10.1109/smc58881.2025.11343411","title":"Advancing Meniscus Tear Diagnosis in Knee MRI: MRNet+","display_name":"Advancing Meniscus Tear Diagnosis in Knee MRI: MRNet+","publication_year":2025,"publication_date":"2025-10-05","ids":{"openalex":"https://openalex.org/W7125962840","doi":"https://doi.org/10.1109/smc58881.2025.11343411"},"language":null,"primary_location":{"id":"doi:10.1109/smc58881.2025.11343411","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc58881.2025.11343411","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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/A5124053966","display_name":"Jerry H. Y. Lam","orcid":null},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jerry H. Y. Lam","raw_affiliation_strings":["The Chinese University of Hong Kong,Department of Computer Science and Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong,Department of Computer Science and Engineering","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124107843","display_name":"Colin S. C. Tsang","orcid":null},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Colin S. C. Tsang","raw_affiliation_strings":["The Chinese University of Hong Kong,Department of Computer Science and Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong,Department of Computer Science and Engineering","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5124137770","display_name":"K. W. Sum","orcid":null},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"K. W. Sum","raw_affiliation_strings":["The Chinese University of Hong Kong,Department of Computer Science and Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong,Department of Computer Science and Engineering","institution_ids":["https://openalex.org/I177725633"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I177725633"],"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":"7717","last_page":"7722"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10442","display_name":"Knee injuries and reconstruction techniques","score":0.7251999974250793,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10442","display_name":"Knee injuries and reconstruction techniques","score":0.7251999974250793,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10105","display_name":"Osteoarthritis Treatment and Mechanisms","score":0.10689999908208847,"subfield":{"id":"https://openalex.org/subfields/2745","display_name":"Rheumatology"},"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/T10562","display_name":"Total Knee Arthroplasty Outcomes","score":0.05860000103712082,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/meniscus","display_name":"Meniscus","score":0.5533000230789185},{"id":"https://openalex.org/keywords/learning-curve","display_name":"Learning curve","score":0.5302000045776367},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.4887999892234802},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.43290001153945923},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.38769999146461487},{"id":"https://openalex.org/keywords/medical-diagnosis","display_name":"Medical diagnosis","score":0.3650999963283539}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5616999864578247},{"id":"https://openalex.org/C189178095","wikidata":"https://www.wikidata.org/wiki/Q15834833","display_name":"Meniscus","level":3,"score":0.5533000230789185},{"id":"https://openalex.org/C34585555","wikidata":"https://www.wikidata.org/wiki/Q1368723","display_name":"Learning curve","level":2,"score":0.5302000045776367},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.524399995803833},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.4887999892234802},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.43290001153945923},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4009999930858612},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.39579999446868896},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.38769999146461487},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.3650999963283539},{"id":"https://openalex.org/C136229726","wikidata":"https://www.wikidata.org/wiki/Q327092","display_name":"Biomedical engineering","level":1,"score":0.34470000863075256},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.3019999861717224},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3005000054836273},{"id":"https://openalex.org/C29694066","wikidata":"https://www.wikidata.org/wiki/Q118301","display_name":"Orthodontics","level":1,"score":0.28600001335144043},{"id":"https://openalex.org/C184389593","wikidata":"https://www.wikidata.org/wiki/Q603159","display_name":"Curve fitting","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.27709999680519104},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2565000057220459}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc58881.2025.11343411","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc58881.2025.11343411","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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":16,"referenced_works":["https://openalex.org/W2042571564","https://openalex.org/W2104454189","https://openalex.org/W2108598243","https://openalex.org/W2145023731","https://openalex.org/W2152284693","https://openalex.org/W2194775991","https://openalex.org/W2328176404","https://openalex.org/W2592929672","https://openalex.org/W2739042138","https://openalex.org/W2798405286","https://openalex.org/W2902874468","https://openalex.org/W3019611604","https://openalex.org/W3108031975","https://openalex.org/W4243639737","https://openalex.org/W4323979927","https://openalex.org/W4390975304"],"related_works":[],"abstract_inverted_index":{"This":[0,83],"paper":[1],"explores":[2],"the":[3,10,34,37,70,86],"use":[4],"of":[5,12,81,88],"deep":[6,93],"learning":[7,94],"techniques":[8,53,91],"in":[9,43,66,95],"field":[11],"medical":[13,100],"image":[14],"analysis,":[15],"specifically":[16],"focusing":[17],"on":[18],"knee":[19,45],"MRI":[20,41],"scans.":[21],"With":[22],"data":[23,51,89],"pre-processing":[24,90],"techniques,":[25],"we":[26],"have":[27],"developed":[28],"a":[29],"model,":[30,75],"MRNet+,":[31,76],"that":[32],"improves":[33],"area":[35],"under":[36],"curve":[38],"(AUC)":[39],"for":[40,99,106],"diagnosis":[42],"detecting":[44],"meniscus":[46],"tears.":[47],"Pretrained":[48],"parameters":[49],"and":[50,92,102],"augmentation":[52],"are":[54],"utilized":[55],"to":[56,69,109],"enhance":[57],"model":[58],"performance.":[59],"The":[60],"result":[61],"has":[62,77],"shown":[63],"an":[64,79],"improvement":[65],"AUC":[67,80],"compared":[68],"original":[71],"MRNet.":[72],"Our":[73],"proposed":[74],"achieved":[78],"88.49%.":[82],"work":[84],"demonstrates":[85],"potential":[87],"improving":[96],"diagnostic":[97],"tools":[98],"imaging":[101],"suggests":[103],"future":[104],"directions":[105],"applying":[107],"AI":[108],"healthcare.":[110]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-01-29T00:00:00"}