{"id":"https://openalex.org/W4408280740","doi":"https://doi.org/10.1109/access.2025.3549839","title":"YOLOv8-AM: YOLOv8 Based on Effective Attention Mechanisms for Pediatric Wrist Fracture Detection","display_name":"YOLOv8-AM: YOLOv8 Based on Effective Attention Mechanisms for Pediatric Wrist Fracture Detection","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408280740","doi":"https://doi.org/10.1109/access.2025.3549839"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3549839","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549839","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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://doi.org/10.1109/access.2025.3549839","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077975906","display_name":"Chun\u2010Tse Chien","orcid":"https://orcid.org/0009-0008-7549-4021"},"institutions":[{"id":"https://openalex.org/I107470533","display_name":"Tamkang University","ror":"https://ror.org/04tft4718","country_code":"TW","type":"education","lineage":["https://openalex.org/I107470533"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Tse Chien","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Tamkang University, New Taipei City, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Tamkang University, New Taipei City, Taiwan","institution_ids":["https://openalex.org/I107470533"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032044053","display_name":"Rui\u2010Yang Ju","orcid":"https://orcid.org/0000-0003-2240-1377"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Rui-Yang Ju","raw_affiliation_strings":["Graduate Institute of Networking and Multimedia, National Taiwan University, Taipei City, Taiwan"],"raw_orcid":"https://orcid.org/0000-0003-2240-1377","affiliations":[{"raw_affiliation_string":"Graduate Institute of Networking and Multimedia, National Taiwan University, Taipei City, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032170517","display_name":"Kuang-Yi Chou","orcid":null},"institutions":[{"id":"https://openalex.org/I191969501","display_name":"National Taipei University of Nursing and Health Science","ror":"https://ror.org/019z71f50","country_code":"TW","type":"education","lineage":["https://openalex.org/I191969501"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Kuang-Yi Chou","raw_affiliation_strings":["School of Nursing, National Taipei University of Nursing and Health Sciences, Taipei City, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, National Taipei University of Nursing and Health Sciences, Taipei City, Taiwan","institution_ids":["https://openalex.org/I191969501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114452461","display_name":"Enkaer Xieerke","orcid":null},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Enkaer Xieerke","raw_affiliation_strings":["College of Energy and Mechanical Engineering, Shanghai University of Electric Power, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0008-9415-8867","affiliations":[{"raw_affiliation_string":"College of Energy and Mechanical Engineering, Shanghai University of Electric Power, Shanghai, China","institution_ids":["https://openalex.org/I23632641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025986552","display_name":"Jen\u2010Shiun Chiang","orcid":"https://orcid.org/0000-0001-7536-8967"},"institutions":[{"id":"https://openalex.org/I107470533","display_name":"Tamkang University","ror":"https://ror.org/04tft4718","country_code":"TW","type":"education","lineage":["https://openalex.org/I107470533"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jen-Shiun Chiang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Tamkang University, New Taipei City, Taiwan"],"raw_orcid":"https://orcid.org/0000-0001-7536-8967","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Tamkang University, New Taipei City, Taiwan","institution_ids":["https://openalex.org/I107470533"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":36.9722,"has_fulltext":false,"cited_by_count":54,"citation_normalized_percentile":{"value":0.99872822,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"13","issue":null,"first_page":"52461","last_page":"52477"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10658","display_name":"Bone fractures and treatments","score":0.973800003528595,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T10658","display_name":"Bone fractures and treatments","score":0.973800003528595,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T11293","display_name":"Orthopedic Infections and Treatments","score":0.965399980545044,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9607999920845032,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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":0.6118119359016418},{"id":"https://openalex.org/keywords/wrist","display_name":"Wrist","score":0.5905631184577942},{"id":"https://openalex.org/keywords/fracture","display_name":"Fracture (geology)","score":0.42316025495529175},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2000052034854889},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.11131590604782104},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.07290944457054138},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.07139155268669128}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6118119359016418},{"id":"https://openalex.org/C2778216619","wikidata":"https://www.wikidata.org/wiki/Q185706","display_name":"Wrist","level":2,"score":0.5905631184577942},{"id":"https://openalex.org/C43369102","wikidata":"https://www.wikidata.org/wiki/Q2307625","display_name":"Fracture (geology)","level":2,"score":0.42316025495529175},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2000052034854889},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.11131590604782104},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.07290944457054138},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.07139155268669128}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2025.3549839","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549839","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:tkuir.lib.tku.edu.tw:987654321/127709","is_oa":false,"landing_page_url":"https://tkuir.lib.tku.edu.tw/dspace/handle/987654321/127709","pdf_url":null,"source":{"id":"https://openalex.org/S4406922698","display_name":"Tamkang University Institutional Repository (TKUIR)","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},{"id":"pmh:oai:doaj.org/article:fdb12d25852b4ad085f26d49a35cd54d","is_oa":true,"landing_page_url":"https://doaj.org/article/fdb12d25852b4ad085f26d49a35cd54d","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 13, Pp 52461-52477 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3549839","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549839","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality","score":0.4699999988079071}],"awards":[{"id":"https://openalex.org/G382711516","display_name":null,"funder_award_id":"NSTC 112\u20102221\u2010E\u2010032\u2010037\u2010MY2","funder_id":"https://openalex.org/F4320331164","funder_display_name":"National Science and Technology Council"}],"funders":[{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W1849277567","https://openalex.org/W2049570981","https://openalex.org/W2065234141","https://openalex.org/W2108598243","https://openalex.org/W2129641102","https://openalex.org/W2135227233","https://openalex.org/W2146627128","https://openalex.org/W2147951926","https://openalex.org/W2194775991","https://openalex.org/W2295107390","https://openalex.org/W2565639579","https://openalex.org/W2752782242","https://openalex.org/W2761100306","https://openalex.org/W2776581140","https://openalex.org/W2793251588","https://openalex.org/W2797594151","https://openalex.org/W2883780447","https://openalex.org/W2891397898","https://openalex.org/W2895340641","https://openalex.org/W2897228760","https://openalex.org/W2907527313","https://openalex.org/W2922509574","https://openalex.org/W2934730619","https://openalex.org/W2955058313","https://openalex.org/W2962858109","https://openalex.org/W2963037989","https://openalex.org/W2963718163","https://openalex.org/W2963857746","https://openalex.org/W2964231884","https://openalex.org/W2981408784","https://openalex.org/W2981689412","https://openalex.org/W2981899103","https://openalex.org/W2982220924","https://openalex.org/W2988912012","https://openalex.org/W2989604896","https://openalex.org/W2990763144","https://openalex.org/W2993235622","https://openalex.org/W3011921115","https://openalex.org/W3034552520","https://openalex.org/W3042011474","https://openalex.org/W3042203953","https://openalex.org/W3047864719","https://openalex.org/W3094138545","https://openalex.org/W3138516171","https://openalex.org/W3162418282","https://openalex.org/W3194790201","https://openalex.org/W4200634144","https://openalex.org/W4213075243","https://openalex.org/W4213171605","https://openalex.org/W4223516823","https://openalex.org/W4250482878","https://openalex.org/W4280642293","https://openalex.org/W4289354743","https://openalex.org/W4289752563","https://openalex.org/W4291016494","https://openalex.org/W4291916151","https://openalex.org/W4312651489","https://openalex.org/W4316660566","https://openalex.org/W4322739071","https://openalex.org/W4383905810","https://openalex.org/W4386076325","https://openalex.org/W4387737920","https://openalex.org/W4388720611","https://openalex.org/W4389389532","https://openalex.org/W6620707391","https://openalex.org/W6630204446","https://openalex.org/W6631190155","https://openalex.org/W6727249380","https://openalex.org/W6739901393","https://openalex.org/W6753038380","https://openalex.org/W6754879843","https://openalex.org/W6779586474","https://openalex.org/W6787972765","https://openalex.org/W6847207718"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2406926056","https://openalex.org/W110334421","https://openalex.org/W2048493693","https://openalex.org/W2559360246","https://openalex.org/W1996668300","https://openalex.org/W2170071336","https://openalex.org/W2013246180"],"abstract_inverted_index":{"Wrist":[0],"trauma":[1,216],"and":[2,34,143,155],"even":[3],"fractures":[4,87],"occur":[5],"frequently":[6],"in":[7,62,79,213],"daily":[8],"life,":[9],"particularly":[10],"among":[11],"children":[12],"who":[13],"account":[14],"for":[15,36,85,222],"a":[16],"significant":[17],"proportion":[18],"of":[19,42,48,75,91,98,175,177,180,211],"fracture":[20,63],"cases.":[21],"Before":[22],"performing":[23],"surgery,":[24],"surgeons":[25],"often":[26],"request":[27],"patients":[28],"to":[29,103,150,188],"undergo":[30],"X-ray":[31,217],"imaging":[32],"first":[33],"prepare":[35],"surgery":[37],"based":[38],"on":[39,159,227],"the":[40,43,46,72,76,92,99,105,114,118,152,160,167,178,192,198,204],"analysis":[41],"radiologists.":[44],"With":[45],"development":[47],"neural":[49],"networks,":[50],"You":[51],"Only":[52],"Look":[53],"Once":[54],"(YOLO)":[55],"series":[56],"models":[57,78,158,201],"have":[58],"been":[59,83],"widely":[60],"used":[61],"detection":[64],"as":[65],"computer-assisted":[66],"diagnosis":[67],"(CAD)":[68],"tools.":[69],"Ultralytics":[70],"presented":[71],"latest":[73],"version":[74],"YOLO":[77],"2023,":[80],"which":[81,112,190],"has":[82],"employed":[84],"detecting":[86],"across":[88],"various":[89],"parts":[90],"body.":[93],"Attention":[94,133,137,141,147],"mechanism":[95],"is":[96,225],"one":[97,176],"most":[100],"popular":[101],"methods":[102],"improve":[104,151],"model":[106,153,182],"performance.":[107,195],"This":[108],"work":[109,224],"proposes":[110],"YOLOv8-AM,":[111],"incorporates":[113],"attention":[115,127],"modules":[116],"into":[117],"YOLOv8":[119],"architecture.":[120],"Specifically,":[121],"we":[122],"respectively":[123],"employ":[124],"four":[125],"different":[126],"modules,":[128],"ResBlock":[129,144],"with":[130,145,208],"Convolutional":[131],"Block":[132],"Module":[134],"(ResCBAM),":[135],"Shuffle":[136],"(SA),":[138],"Efficient":[139],"Channel":[140],"(ECA),":[142],"Global":[146],"Mechanism":[148],"(ResGAM),":[149],"architecture,":[154],"train":[156],"these":[157],"GRAZPEDWRI-DX":[161],"dataset.":[162],"Experimental":[163],"results":[164],"demonstrate":[165],"that":[166],"mean":[168],"Average":[169],"Precision":[170],"at":[171],"IoU":[172],"50":[173],"(mAP@50)":[174],"variants":[179],"YOLOv8-AM":[181,200],"(i.e.,":[183],"YOLOv8+ResCBAM)":[184],"increased":[185],"from":[186],"63.6%":[187],"65.8%,":[189],"achieves":[191],"state-of-the-art":[193],"(SOTA)":[194],"In":[196],"addition,":[197],"proposed":[199],"can":[202],"detect":[203],"single-label":[205],"category":[206],"\u201cfracture\u201d":[207],"mAP@50":[209],"value":[210],"95.7%":[212],"pediatric":[214],"wrist":[215],"images.":[218],"The":[219],"implementation":[220],"code":[221],"this":[223],"available":[226],"GitHub":[228],"athttps://github.com/RuiyangJu/Fracture_Detection_Improved_YOLOv8.":[229]},"counts_by_year":[{"year":2026,"cited_by_count":15},{"year":2025,"cited_by_count":38},{"year":2024,"cited_by_count":1}],"updated_date":"2026-08-16T07:02:28.622633","created_date":"2025-10-10T00:00:00"}
