{"id":"https://openalex.org/W4384028491","doi":"https://doi.org/10.1109/access.2023.3294542","title":"Transfer Learning-Based Smart Features Engineering for Osteoarthritis Diagnosis From Knee X-Ray Images","display_name":"Transfer Learning-Based Smart Features Engineering for Osteoarthritis Diagnosis From Knee X-Ray Images","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4384028491","doi":"https://doi.org/10.1109/access.2023.3294542"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3294542","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3294542","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10179858.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10179858.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062125413","display_name":"Amjad Rehman","orcid":"https://orcid.org/0000-0002-3817-2655"},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Amjad Rehman","raw_affiliation_strings":["Artificial Intelligence Data Analytics Laboratory (AIDA), CCIS, Prince Sultan University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-3817-2655","affiliations":[{"raw_affiliation_string":"Artificial Intelligence Data Analytics Laboratory (AIDA), CCIS, Prince Sultan University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085489082","display_name":"Ali Raza","orcid":"https://orcid.org/0000-0001-5429-9835"},"institutions":[{"id":"https://openalex.org/I4210102737","display_name":"Khwaja Fareed University of Engineering and Information Technology","ror":"https://ror.org/0161dyt30","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210102737"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Ali Raza","raw_affiliation_strings":["Institute of Computer Science, Khwaja Fareed University of Engineering and Information Technology, Rahim Yar Khan, Pakistan"],"raw_orcid":"https://orcid.org/0000-0001-5429-9835","affiliations":[{"raw_affiliation_string":"Institute of Computer Science, Khwaja Fareed University of Engineering and Information Technology, Rahim Yar Khan, Pakistan","institution_ids":["https://openalex.org/I4210102737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051374204","display_name":"Faten S. Alamri","orcid":"https://orcid.org/0000-0003-0312-8731"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Faten S. Alamri","raw_affiliation_strings":["Department of Mathematical Sciences, College of Science, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia","Department of Mathematical Sciences, College of Science, Princess Nourah Bint Abdulrahman University, P.O.Box 84428, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-0312-8731","affiliations":[{"raw_affiliation_string":"Department of Mathematical Sciences, College of Science, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]},{"raw_affiliation_string":"Department of Mathematical Sciences, College of Science, Princess Nourah Bint Abdulrahman University, P.O.Box 84428, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046937524","display_name":"Bayan Alghofaily","orcid":"https://orcid.org/0000-0002-2439-9736"},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Bayan Alghofaily","raw_affiliation_strings":["Artificial Intelligence Data Analytics Laboratory (AIDA), CCIS, Prince Sultan University, Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Data Analytics Laboratory (AIDA), CCIS, Prince Sultan University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018549351","display_name":"Tanzila Saba","orcid":"https://orcid.org/0000-0003-3138-3801"},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Tanzila Saba","raw_affiliation_strings":["Artificial Intelligence Data Analytics Laboratory (AIDA), CCIS, Prince Sultan University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-3138-3801","affiliations":[{"raw_affiliation_string":"Artificial Intelligence Data Analytics Laboratory (AIDA), CCIS, Prince Sultan University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5062125413"],"corresponding_institution_ids":["https://openalex.org/I142024983"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":10.2967,"has_fulltext":true,"cited_by_count":44,"citation_normalized_percentile":{"value":0.98765432,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"11","issue":null,"first_page":"71326","last_page":"71338"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10105","display_name":"Osteoarthritis Treatment and Mechanisms","score":0.9950000047683716,"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":0.9950000047683716,"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/T12994","display_name":"Infrared Thermography in Medicine","score":0.9905999898910522,"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/T14510","display_name":"Medical Imaging and Analysis","score":0.9824000000953674,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/osteoarthritis","display_name":"Osteoarthritis","score":0.8112884759902954},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6973285675048828},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6500232815742493},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5483707189559937},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5398622751235962},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5006802082061768},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.500676155090332},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48888295888900757},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.4479592740535736},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4327859580516815},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.41886937618255615},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3612455129623413},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1748834252357483}],"concepts":[{"id":"https://openalex.org/C2776164576","wikidata":"https://www.wikidata.org/wiki/Q62736","display_name":"Osteoarthritis","level":3,"score":0.8112884759902954},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6973285675048828},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6500232815742493},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5483707189559937},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5398622751235962},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5006802082061768},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.500676155090332},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48888295888900757},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.4479592740535736},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4327859580516815},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.41886937618255615},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3612455129623413},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1748834252357483},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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":2,"locations":[{"id":"doi:10.1109/access.2023.3294542","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3294542","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10179858.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:580242b030734b7da61853a1264daa92","is_oa":true,"landing_page_url":"https://doaj.org/article/580242b030734b7da61853a1264daa92","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 11, Pp 71326-71338 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3294542","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3294542","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10179858.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1580085224","display_name":null,"funder_award_id":"PNURSP2023R346","funder_id":"https://openalex.org/F4320322484","funder_display_name":"Princess Nourah Bint Abdulrahman University"}],"funders":[{"id":"https://openalex.org/F4320322484","display_name":"Princess Nourah Bint Abdulrahman University","ror":"https://ror.org/05b0cyh02"},{"id":"https://openalex.org/F4320327702","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4384028491.pdf","grobid_xml":"https://content.openalex.org/works/W4384028491.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W2914033837","https://openalex.org/W2914285814","https://openalex.org/W2923189046","https://openalex.org/W2940122146","https://openalex.org/W2945656161","https://openalex.org/W2963202012","https://openalex.org/W2998512002","https://openalex.org/W2998957378","https://openalex.org/W3009836443","https://openalex.org/W3013898854","https://openalex.org/W3030621456","https://openalex.org/W3036688711","https://openalex.org/W3039563973","https://openalex.org/W3046220160","https://openalex.org/W3113505813","https://openalex.org/W3126810728","https://openalex.org/W3148519214","https://openalex.org/W3157017075","https://openalex.org/W3197325932","https://openalex.org/W3200982465","https://openalex.org/W3203266113","https://openalex.org/W3204673894","https://openalex.org/W3206139074","https://openalex.org/W4205221175","https://openalex.org/W4205253885","https://openalex.org/W4206960886","https://openalex.org/W4213121506","https://openalex.org/W4224436652","https://openalex.org/W4296126944","https://openalex.org/W4297022515","https://openalex.org/W4297973556","https://openalex.org/W4297988790","https://openalex.org/W4308648934","https://openalex.org/W4309437140","https://openalex.org/W4309935983","https://openalex.org/W4310493763","https://openalex.org/W4312940136","https://openalex.org/W4315783010","https://openalex.org/W4317694133","https://openalex.org/W4318473295","https://openalex.org/W4319778264","https://openalex.org/W4321606719"],"related_works":["https://openalex.org/W4206951940","https://openalex.org/W4386295066","https://openalex.org/W4382602594","https://openalex.org/W4225647658","https://openalex.org/W4387850423","https://openalex.org/W4372048956","https://openalex.org/W4206657577","https://openalex.org/W3183901164","https://openalex.org/W2951211570","https://openalex.org/W3176438653"],"abstract_inverted_index":{"Osteoarthritis":[0,9],"is":[1,10,29,147,191,223],"a":[2,11,103,156,183,210],"deteriorating":[3],"joint":[4,20,27],"disease":[5],"affecting":[6],"millions":[7],"worldwide.":[8],"chronic":[12,76],"condition":[13],"that":[14,105,204],"develops":[15],"over":[16],"time":[17],"due":[18,73],"to":[19,41,51,74,101,149,175,193,237],"wear":[21],"and":[22,39,44,71,78,126,179,228],"tears.":[23],"The":[24,118,170,187,217,231],"degeneration":[25],"of":[26,33,87,92,219,241],"cartilage":[28],"the":[30,75,82,85,90,158,163,167,176,195,205,235,239],"underlying":[31],"cause":[32,66],"osteoarthritis,":[34],"resulting":[35],"in":[36,110,133],"bone-to-bone":[37],"contact":[38],"contributing":[40],"stiffness,":[42],"discomfort,":[43],"restricted":[45],"movement.":[46],"People":[47],"with":[48,81,152,209,246],"osteoarthritis":[49,63,109,151,242],"struggle":[50],"perform":[52],"simple":[53],"tasks":[54],"such":[55],"as":[56],"walking,":[57],"standing,":[58],"or":[59],"climbing":[60],"stairs.":[61],"Moreover,":[62],"can":[64,106],"also":[65],"psychological":[67],"distress,":[68],"including":[69],"depression":[70],"anxiety,":[72],"pain":[77],"disability":[79],"associated":[80],"condition.":[83],"Improving":[84],"quality":[86],"life":[88],"requires":[89],"development":[91],"efficient":[93],"methods":[94],"for":[95,214],"early":[96,116],"detection.":[97],"Our":[98],"study":[99,201,233],"aims":[100],"create":[102],"model":[104,207,222],"effectively":[107],"diagnose":[108],"knee":[111],"X-ray":[112,168,244],"images":[113,245],"at":[114],"an":[115],"stage.":[117],"advanced":[119],"deep":[120],"learning-based":[121,129,138,198],"Convolutional":[122],"Neural":[123],"Network":[124],"(CNN)":[125],"several":[127],"machine":[128,197],"techniques":[130],"are":[131,173],"applied":[132,196,221],"comparison.":[134],"A":[135],"novel":[136],"transfer":[137],"feature":[139,185,189],"engineering":[140],"technique":[141],"CRK":[142,160],"(CNN":[143],"Random":[144],"forest":[145,178],"K-neighbors)":[146],"proposed":[148,159,206,232],"detect":[150],"high":[153],"performance.":[154],"Using":[155],"2D-CNN,":[157],"smartly":[161],"extracts":[162],"spatial":[164,171],"features":[165,172],"from":[166,243],"images.":[169],"input":[174],"random":[177],"k-neighbors":[180],"techniques,":[181],"creating":[182],"probabilistic":[184,188],"set.":[186],"set":[190],"utilized":[192],"build":[194],"techniques.":[199],"Extensive":[200],"experiments":[202],"demonstrate":[203],"outperformed":[208],"99%":[211],"accuracy":[212],"score":[213],"predicting":[215],"osteoarthritis.":[216],"performance":[218],"each":[220],"validated":[224],"using":[225],"hyperparameter":[226],"optimization":[227],"k-fold-based":[229],"cross-validation.":[230],"has":[234],"potential":[236],"revolutionize":[238],"prediction":[240],"high-performance":[247],"scores.":[248]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":4}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
