{"id":"https://openalex.org/W4390971310","doi":"https://doi.org/10.1109/bibm58861.2023.10385766","title":"IMT-LUSS: A Novel Inception Meets Transformer-based Lung Ultrasound Scoring Model in Pneumonia","display_name":"IMT-LUSS: A Novel Inception Meets Transformer-based Lung Ultrasound Scoring Model in Pneumonia","publication_year":2023,"publication_date":"2023-12-05","ids":{"openalex":"https://openalex.org/W4390971310","doi":"https://doi.org/10.1109/bibm58861.2023.10385766"},"language":"en","primary_location":{"id":"doi:10.1109/bibm58861.2023.10385766","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bibm58861.2023.10385766","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},"type":"article","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/A5100770937","display_name":"Yiwen Liu","orcid":"https://orcid.org/0000-0002-7982-7996"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiwen Liu","raw_affiliation_strings":["Donghua University,School of Information Science and Technology,Shanghai,China","School of Information Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Donghua University,School of Information Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"School of Information Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023662019","display_name":"Wenyu Xing","orcid":"https://orcid.org/0000-0001-7170-9488"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenyu Xing","raw_affiliation_strings":["Fudan University,Institute of Biomedical Engineering and Technology Academy for Engineering and Technology,Shanghai,China","Institute of Biomedical Engineering and Technology Academy for Engineering and Technology, Fudan University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fudan University,Institute of Biomedical Engineering and Technology Academy for Engineering and Technology,Shanghai,China","institution_ids":["https://openalex.org/I24943067"]},{"raw_affiliation_string":"Institute of Biomedical Engineering and Technology Academy for Engineering and Technology, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006636403","display_name":"Chao He","orcid":"https://orcid.org/0000-0001-9199-0545"},"institutions":[{"id":"https://openalex.org/I4210099558","display_name":"Shanghai Changzheng Hospital","ror":"https://ror.org/0103dxn66","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210099558"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao He","raw_affiliation_strings":["Naval Medical University,Department of Emergency and Critical Care Changzheng Hospital,Shanghai,China","Department of Emergency and Critical Care Changzheng Hospital, Naval Medical University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Naval Medical University,Department of Emergency and Critical Care Changzheng Hospital,Shanghai,China","institution_ids":["https://openalex.org/I4210099558"]},{"raw_affiliation_string":"Department of Emergency and Critical Care Changzheng Hospital, Naval Medical University, Shanghai, China","institution_ids":["https://openalex.org/I4210099558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100660451","display_name":"Wenfang Li","orcid":"https://orcid.org/0000-0002-7985-6746"},"institutions":[{"id":"https://openalex.org/I4210099558","display_name":"Shanghai Changzheng Hospital","ror":"https://ror.org/0103dxn66","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210099558"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenfang Li","raw_affiliation_strings":["Naval Medical University,Department of Emergency and Critical Care Changzheng Hospital,Shanghai,China","Department of Emergency and Critical Care Changzheng Hospital, Naval Medical University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Naval Medical University,Department of Emergency and Critical Care Changzheng Hospital,Shanghai,China","institution_ids":["https://openalex.org/I4210099558"]},{"raw_affiliation_string":"Department of Emergency and Critical Care Changzheng Hospital, Naval Medical University, Shanghai, China","institution_ids":["https://openalex.org/I4210099558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100691784","display_name":"Jiangang Chen","orcid":"https://orcid.org/0000-0001-8775-0282"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiangang Chen","raw_affiliation_strings":["East China Normal University,School of Communication and Electronic Engineering,Shanghai,China","School of Communication and Electronic Engineering, East China Normal University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East China Normal University,School of Communication and Electronic Engineering,Shanghai,China","institution_ids":["https://openalex.org/I66867065"]},{"raw_affiliation_string":"School of Communication and Electronic Engineering, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061195038","display_name":"Mingbo Zhao","orcid":"https://orcid.org/0000-0003-0381-4360"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingbo Zhao","raw_affiliation_strings":["Donghua University,School of Information Science and Technology,Shanghai,China","School of Information Science and Technology, Donghua University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Donghua University,School of Information Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"School of Information Science and Technology, Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1927,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.55430273,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"3354","last_page":"3361"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11738","display_name":"Ultrasound in Clinical Applications","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2706","display_name":"Critical Care and Intensive Care Medicine"},"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/T11738","display_name":"Ultrasound in Clinical Applications","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2706","display_name":"Critical Care and Intensive Care Medicine"},"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9707000255584717,"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/T10662","display_name":"Ultrasonics and Acoustic Wave Propagation","score":0.9611999988555908,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/computer-science","display_name":"Computer science","score":0.6821768283843994},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5038806796073914},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4926064610481262},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.43753480911254883},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4330163300037384},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.42935532331466675},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3382982611656189},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12571218609809875}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6821768283843994},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5038806796073914},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4926064610481262},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.43753480911254883},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4330163300037384},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.42935532331466675},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3382982611656189},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12571218609809875},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm58861.2023.10385766","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bibm58861.2023.10385766","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.7400000095367432}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W2121652332","https://openalex.org/W2162334426","https://openalex.org/W2183341477","https://openalex.org/W2913668833","https://openalex.org/W2928165649","https://openalex.org/W3016185001","https://openalex.org/W3035579407","https://openalex.org/W3087270956","https://openalex.org/W3134286464","https://openalex.org/W3138516171","https://openalex.org/W3168491317","https://openalex.org/W3176466780","https://openalex.org/W3185240809","https://openalex.org/W3203483667","https://openalex.org/W3212645988","https://openalex.org/W3214821343","https://openalex.org/W4205365435","https://openalex.org/W4205623122","https://openalex.org/W4210547843","https://openalex.org/W4210711107","https://openalex.org/W4226275002","https://openalex.org/W4226291728","https://openalex.org/W4226325015","https://openalex.org/W4281669672","https://openalex.org/W4281853941","https://openalex.org/W4285661751","https://openalex.org/W4291021415","https://openalex.org/W4307726656","https://openalex.org/W4311343055","https://openalex.org/W4311472757","https://openalex.org/W4312349930","https://openalex.org/W4312950730","https://openalex.org/W6784333009","https://openalex.org/W6788135285","https://openalex.org/W6811014117"],"related_works":["https://openalex.org/W2601157893","https://openalex.org/W2131735617","https://openalex.org/W2373006798","https://openalex.org/W2056912418","https://openalex.org/W2123759770","https://openalex.org/W2151520854","https://openalex.org/W2033213769","https://openalex.org/W4312376745","https://openalex.org/W2136016640","https://openalex.org/W2082269393"],"abstract_inverted_index":{"Pneumonia":[0],"is":[1,69,77,129],"a":[2,7,72,92,106,110,154],"contagious":[3],"disease":[4],"that":[5,150],"poses":[6],"great":[8,155],"threat":[9],"to":[10,32,58,141],"human":[11],"health.":[12],"The":[13,51],"real-time":[14],"and":[15,105,109,172],"free-radiation":[16],"of":[17,97,126,162],"lung":[18,40,49],"ultrasound":[19,41],"(LUS)":[20],"makes":[21],"it":[22,76],"an":[23,34],"essential":[24],"tool":[25],"for":[26,87],"diagnosing":[27],"pneumonia.":[28],"This":[29],"paper":[30],"aims":[31],"explore":[33],"automatic":[35,124],"detection":[36],"model":[37,52,152],"based":[38,131],"on":[39,132,170],"imaging,":[42],"called":[43],"IMT-LUSS,":[44],"which":[45,90],"can":[46],"achieve":[47],"effective":[48],"scoring.":[50],"combines":[53],"inception":[54,82,94],"with":[55,101,120,159,175],"transformer,":[56],"intends":[57],"incorporate":[59],"multi-scale":[60,81],"information":[61,88],"while":[62],"considering":[63],"global":[64],"information.":[65,135],"Firstly,":[66],"the":[67,80,116,143,167,183],"input":[68],"compressed":[70],"using":[71],"stem":[73],"block.":[74],"Then":[75],"incorporated":[78],"into":[79],"meet":[83],"transformer":[84],"(IMT)":[85],"block":[86],"representation,":[89],"includes":[91],"flexible":[93],"module":[95,113],"composed":[96],"three":[98],"convolutional":[99],"branches":[100],"different":[102],"receptive":[103],"fields":[104],"pooling":[107],"branch,":[108],"feature":[111,133],"encoding":[112],"improved":[114],"by":[115],"multi-head":[117],"self-attention":[118],"mechanism":[119],"depth-wise":[121],"convolution.":[122],"Finally,":[123],"scoring":[125,157],"LUS":[127,137,156],"images":[128,138],"completed":[130],"representation":[134],"19330":[136],"were":[139],"employed":[140],"verify":[142],"proposed":[144],"IMTLUSS":[145],"model.":[146],"Experimental":[147],"results":[148],"demonstrate":[149],"this":[151],"has":[153],"performance":[158],"high":[160],"accuracy":[161],"99.44":[163],"\u00b1":[164],"0.14%.":[165],"Meanwhile,":[166],"ablation":[168],"experiments":[169,174],"structure":[171],"comparative":[173],"other":[176],"models":[177],"proved":[178],"its":[179],"significant":[180],"superiority,":[181],"indicating":[182],"potential":[184],"in":[185],"future":[186],"clinical":[187],"applications.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}