{"id":"https://openalex.org/W4413947882","doi":"https://doi.org/10.1145/3745812.3745835","title":"Comparative Analysis of Transfer Learning Approaches for Enhanced Osteoarthritis Detection and Diagnostic\u00a0Accuracy","display_name":"Comparative Analysis of Transfer Learning Approaches for Enhanced Osteoarthritis Detection and Diagnostic\u00a0Accuracy","publication_year":2024,"publication_date":"2024-12-23","ids":{"openalex":"https://openalex.org/W4413947882","doi":"https://doi.org/10.1145/3745812.3745835"},"language":"en","primary_location":{"id":"doi:10.1145/3745812.3745835","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3745812.3745835","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Information Management &amp; Machine Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3745812.3745835","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119525275","display_name":"Nithin Sriram Garlapati","orcid":null},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Nithin Sriram Garlapati","raw_affiliation_strings":["Department of Computational Intelligence, SRM Institute of Science and Technology,Kattankulathur, Chennai, Tamilnadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Computational Intelligence, SRM Institute of Science and Technology,Kattankulathur, Chennai, Tamilnadu, India","institution_ids":["https://openalex.org/I145286018"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119525276","display_name":"Jaswin Kumar Inuguri","orcid":null},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jaswin Kumar Inuguri","raw_affiliation_strings":["Department of Computational Intelligence, SRM Institute of Science and Technology,Kattankulathur, Chennai, Tamilnadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Computational Intelligence, SRM Institute of Science and Technology,Kattankulathur, Chennai, Tamilnadu, India","institution_ids":["https://openalex.org/I145286018"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113959787","display_name":"A. Sheryl Oliver","orcid":null},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"A. Sheryl Oliver","raw_affiliation_strings":["Department of Computational Intelligence, SRM Institute of Science and Technology,Kattankulathur, Chennai, Tamilnadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Computational Intelligence, SRM Institute of Science and Technology,Kattankulathur, Chennai, Tamilnadu, India","institution_ids":["https://openalex.org/I145286018"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101980957","display_name":"M Kiruthika","orcid":null},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kiruthika M","raw_affiliation_strings":["Department of Computational Intelligence, School of Computing, SRM Institute of Science and Technology, Kattankulathur, Chennai, Tamilnadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Computational Intelligence, School of Computing, SRM Institute of Science and Technology, Kattankulathur, Chennai, Tamilnadu, India","institution_ids":["https://openalex.org/I145286018"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5119525275"],"corresponding_institution_ids":["https://openalex.org/I145286018"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.45932934,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10105","display_name":"Osteoarthritis Treatment and Mechanisms","score":0.983299970626831,"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"}},"topics":[{"id":"https://openalex.org/T10105","display_name":"Osteoarthritis Treatment and Mechanisms","score":0.983299970626831,"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/T14510","display_name":"Medical Imaging and Analysis","score":0.9711999893188477,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9677000045776367,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"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":0.7092756032943726},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6232389211654663},{"id":"https://openalex.org/keywords/osteoarthritis","display_name":"Osteoarthritis","score":0.615627110004425},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5249093770980835},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40118277072906494},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12405228614807129}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7092756032943726},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6232389211654663},{"id":"https://openalex.org/C2776164576","wikidata":"https://www.wikidata.org/wiki/Q62736","display_name":"Osteoarthritis","level":3,"score":0.615627110004425},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5249093770980835},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40118277072906494},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12405228614807129},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3745812.3745835","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3745812.3745835","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Information Management &amp; Machine Intelligence","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3745812.3745835","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3745812.3745835","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Information Management &amp; Machine Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W3015522225","https://openalex.org/W3110181694","https://openalex.org/W3192154273","https://openalex.org/W4200260016","https://openalex.org/W4309224464","https://openalex.org/W4319586015","https://openalex.org/W4387886036","https://openalex.org/W4389164299","https://openalex.org/W4389250007","https://openalex.org/W4391408650","https://openalex.org/W4392152938","https://openalex.org/W4394911376","https://openalex.org/W4394995579","https://openalex.org/W4399485797","https://openalex.org/W4400580005","https://openalex.org/W4401750555"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Osteoarthritis":[0],"leads":[1],"to":[2,28,54,72,105,131,151,186],"disability":[3],"among":[4],"millions,":[5],"and":[6,24,51,79,93,108,128,154,203,217],"early":[7,216],"diagnosis":[8,200],"has":[9],"greatly":[10],"played":[11],"a":[12,35,99,143,184],"crucial":[13],"role":[14],"in":[15,59,156,206,215],"its":[16],"management.":[17],"However,":[18],"current":[19],"diagnostic":[20,77],"approaches":[21],"are":[22],"vague":[23],"unreliable":[25],"with":[26,45,83,102],"respect":[27],"their":[29,204],"accuracy.":[30],"The":[31,62],"present":[32],"study":[33],"introduces":[34],"comparative":[36,191],"analysis":[37,192],"between":[38],"three":[39],"state-of-the-art":[40],"deep":[41,207],"transfer":[42,208],"learning":[43,209],"models":[44,67,111],"the":[46,55,66,74,80,84,121,133,168,179,194,211],"use":[47],"of":[48,65,76,86,196,201,213,220],"InceptionV3,":[49],"CNN,":[50],"Xception":[52],"applied":[53],"knee":[56],"joint's":[57],"X-rays":[58],"osteoarthritis":[60],"detection.":[61],"pre-training":[63],"process":[64],"for":[68,95],"feature":[69],"extraction":[70],"helped":[71],"enhance":[73],"precision":[75,163],"capability":[78],"efficiency":[81],"associated":[82],"identification":[85],"OA.":[87,221],"Each":[88],"model":[89],"was":[90],"further":[91],"refined":[92],"optimized":[94],"OA":[96,202],"detection":[97,219],"on":[98],"diverse":[100],"dataset":[101],"data":[103],"augmentation":[104],"boost":[106],"robustness":[107],"generalizability.":[109],"These":[110],"were":[112,118],"then":[113],"compared":[114],"using":[115],"metrics":[116],"that":[117,139],"tracked":[119],"over":[120],"test":[122],"set,":[123],"including":[124],"accuracy,":[125],"precision,":[126],"recall,":[127],"F1":[129],"score":[130],"identify":[132],"most":[134],"suitable":[135],"one.":[136],"Results":[137],"show":[138],"though":[140],"InceptionV3":[141],"yielded":[142],"balanced":[144],"performance":[145],"across":[146],"all":[147],"metrics,":[148],"CNN":[149],"led":[150],"better":[152],"recall":[153],"improvement":[155],"detecting":[157],"OA-positive":[158],"cases.":[159],"Inception":[160],"demonstrated":[161],"high":[162,188],"as":[164],"well,":[165],"thereby":[166],"minimizing":[167],"false":[169],"positives,":[170],"so":[171],"it":[172,182],"is":[173],"an":[174],"extremely":[175],"effective":[176],"device":[177],"within":[178],"clinic":[180],"when":[181],"makes":[183],"necessity":[185],"have":[187],"specificity.":[189],"This":[190],"describes":[193],"advantages":[195],"each":[197],"architecture":[198],"toward":[199,210],"potential":[205],"help":[212],"experts":[214],"accurate":[218]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
