{"id":"https://openalex.org/W4401328246","doi":"https://doi.org/10.1109/jbhi.2024.3438254","title":"Multimodal Distillation Pre-Training Model for Ultrasound Dynamic Images Annotation","display_name":"Multimodal Distillation Pre-Training Model for Ultrasound Dynamic Images Annotation","publication_year":2024,"publication_date":"2024-08-05","ids":{"openalex":"https://openalex.org/W4401328246","doi":"https://doi.org/10.1109/jbhi.2024.3438254","pmid":"https://pubmed.ncbi.nlm.nih.gov/39102331"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2024.3438254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3438254","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5100369457","display_name":"Xiaojun Chen","orcid":"https://orcid.org/0009-0007-9101-3024"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]},{"id":"https://openalex.org/I4210111628","display_name":"Affiliated Hospital of Jiangsu University","ror":"https://ror.org/028pgd321","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210111628"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojun Chen","raw_affiliation_strings":["Affiliated Hospital of Jiangsu University, Zhenjiang, China"],"raw_orcid":"https://orcid.org/0009-0007-9101-3024","affiliations":[{"raw_affiliation_string":"Affiliated Hospital of Jiangsu University, Zhenjiang, China","institution_ids":["https://openalex.org/I115592961","https://openalex.org/I4210111628"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101494410","display_name":"Ke Jia","orcid":"https://orcid.org/0000-0002-7243-7792"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Ke","raw_affiliation_strings":["School of Management, Jiangsu University, Zhenjiang, China"],"raw_orcid":"https://orcid.org/0000-0002-7243-7792","affiliations":[{"raw_affiliation_string":"School of Management, Jiangsu University, Zhenjiang, China","institution_ids":["https://openalex.org/I115592961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000352253","display_name":"Yaning Zhang","orcid":"https://orcid.org/0009-0009-7443-5852"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaning Zhang","raw_affiliation_strings":["School of Management, Jiangsu University, Zhenjiang, China"],"raw_orcid":"https://orcid.org/0009-0009-7443-5852","affiliations":[{"raw_affiliation_string":"School of Management, Jiangsu University, Zhenjiang, China","institution_ids":["https://openalex.org/I115592961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042645332","display_name":"Jianping Gou","orcid":"https://orcid.org/0000-0003-1413-0693"},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianping Gou","raw_affiliation_strings":["College of Computer and Information Science, College of Software, Southwest University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0003-1413-0693","affiliations":[{"raw_affiliation_string":"College of Computer and Information Science, College of Software, Southwest University, Chongqing, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066758892","display_name":"Anna Shen","orcid":"https://orcid.org/0009-0006-0625-1347"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]},{"id":"https://openalex.org/I4210111628","display_name":"Affiliated Hospital of Jiangsu University","ror":"https://ror.org/028pgd321","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210111628"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anna Shen","raw_affiliation_strings":["Affiliated Hospital of Jiangsu University, Zhenjiang, China"],"raw_orcid":"https://orcid.org/0009-0006-0625-1347","affiliations":[{"raw_affiliation_string":"Affiliated Hospital of Jiangsu University, Zhenjiang, China","institution_ids":["https://openalex.org/I115592961","https://openalex.org/I4210111628"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003203521","display_name":"Shaohua Wan","orcid":"https://orcid.org/0000-0001-7013-9081"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shaohua Wan","raw_affiliation_strings":["Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, China","Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzheng, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0001-7013-9081","affiliations":[{"raw_affiliation_string":"Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzhen, China","institution_ids":[]},{"raw_affiliation_string":"Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China, Shenzheng, Guangdong, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3713,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.88852751,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"29","issue":"5","first_page":"3124","last_page":"3136"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9409999847412109,"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"}},"topics":[{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9409999847412109,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8103816509246826},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6868023872375488},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5154153108596802},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5057168006896973},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.4971065819263458},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.49445676803588867},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4736016094684601},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.46022966504096985},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.4541964828968048},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.366768479347229},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.36045390367507935},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3599444031715393}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8103816509246826},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6868023872375488},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5154153108596802},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5057168006896973},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.4971065819263458},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.49445676803588867},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4736016094684601},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.46022966504096985},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.4541964828968048},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.366768479347229},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.36045390367507935},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3599444031715393},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2024.3438254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3438254","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:39102331","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39102331","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3336904153","display_name":null,"funder_award_id":"NIHA23JXH031","funder_id":"https://openalex.org/F4320329926","funder_display_name":"National Health Commission of the People's Republic of China"},{"id":"https://openalex.org/G3406750037","display_name":null,"funder_award_id":"61976107","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329926","display_name":"National Health Commission of the People's Republic of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1895577753","https://openalex.org/W2889340074","https://openalex.org/W2916771007","https://openalex.org/W2965900506","https://openalex.org/W2981537897","https://openalex.org/W2981851019","https://openalex.org/W2987809065","https://openalex.org/W2989822572","https://openalex.org/W2991372685","https://openalex.org/W2997591391","https://openalex.org/W3016787936","https://openalex.org/W3034368386","https://openalex.org/W3035265375","https://openalex.org/W3089682612","https://openalex.org/W3091588028","https://openalex.org/W3105082862","https://openalex.org/W3105232955","https://openalex.org/W3120850192","https://openalex.org/W3136180988","https://openalex.org/W3179529441","https://openalex.org/W3208314443","https://openalex.org/W3209274285","https://openalex.org/W3216333240","https://openalex.org/W4214680919","https://openalex.org/W4223490470","https://openalex.org/W4225832925","https://openalex.org/W4226157755","https://openalex.org/W4312245858","https://openalex.org/W4312431055","https://openalex.org/W4313163641","https://openalex.org/W4315884110","https://openalex.org/W4321617990","https://openalex.org/W4362663978","https://openalex.org/W4366982391","https://openalex.org/W4379379356","https://openalex.org/W4385237411","https://openalex.org/W4386075879","https://openalex.org/W4386134579","https://openalex.org/W4386882710","https://openalex.org/W4387165908","https://openalex.org/W4388505307","https://openalex.org/W4390873158","https://openalex.org/W6766904570","https://openalex.org/W6767211374","https://openalex.org/W6767853649","https://openalex.org/W6784353115","https://openalex.org/W6791353385","https://openalex.org/W6847539036"],"related_works":["https://openalex.org/W2361861616","https://openalex.org/W2263699433","https://openalex.org/W2377979023","https://openalex.org/W2218034408","https://openalex.org/W2392921965","https://openalex.org/W2358755282","https://openalex.org/W2625833328","https://openalex.org/W1533177136","https://openalex.org/W4380994516","https://openalex.org/W2251519152"],"abstract_inverted_index":{"With":[0],"the":[1,20,60,64,72,76,105,117,120,132,139,154,166,177,181,192,199,213],"development":[2],"of":[3,71,97,124,180,202,205,218],"medical":[4,22,40,65,77],"technology,":[5],"ultrasonography":[6,36],"has":[7,32],"become":[8],"an":[9],"important":[10],"diagnostic":[11],"method":[12],"in":[13,63,75,128,207],"doctors'":[14],"clinical":[15],"work.":[16],"However,":[17],"compared":[18],"with":[19,59],"static":[21],"image":[23,41],"processing":[24,104],"work":[25],"such":[26],"as":[27],"CT,":[28],"MRI,":[29],"etc.,":[30],"which":[31,45],"more":[33],"research":[34],"bases,":[35],"is":[37,46,79,169],"a":[38,51,80,94,148],"dynamic":[39,110,130,209,220],"similar":[42],"to":[43,57,85,146,175],"video,":[44],"captured":[47],"and":[48,67,100,112,126,138,162,211,215],"generated":[49],"by":[50,115,171],"real-time":[52],"moving":[53],"probe,":[54],"so":[55,152],"how":[56],"deal":[58],"video":[61,78],"data":[62],"field":[66],"cross":[68],"modal":[69],"extraction":[70],"textual":[73],"semantics":[74],"difficult":[81],"problem":[82],"that":[83,153,191],"needs":[84],"be":[86],"researched.":[87],"For":[88],"this":[89,91],"reason,":[90],"paper":[92],"proposes":[93],"pre-training":[95,167,195],"model":[96,155,168,196],"multimodal":[98,172,193],"distillation":[99,174,194],"fusion":[101,118,200],"coding":[102],"for":[103],"semantic":[106],"relationship":[107],"between":[108],"ultrasound":[109,129,208,219],"Images":[111],"text.":[113],"Firstly,":[114],"designing":[116],"encoder,":[119],"visual":[121,134],"geometric":[122],"features":[123,137,143,206],"tissues":[125],"organs":[127],"images,":[131,210],"overall":[133],"appearance":[135],"descriptive":[136],"named":[140],"entity":[141],"linguistic":[142,159],"are":[144],"fused":[145],"form":[147],"unified":[149],"visual-linguistic":[150],"feature,":[151],"obtains":[156],"richer":[157],"visual,":[158],"cues":[160],"aggregation":[161],"alignment":[163],"ability.":[164],"Then,":[165],"augmented":[170],"knowledge":[173],"improve":[176],"learning":[178],"ability":[179,201],"model.":[182],"The":[183],"final":[184],"experimental":[185],"results":[186],"on":[187],"multiple":[188],"datasets":[189],"show":[190],"generally":[197],"improves":[198],"various":[203],"types":[204],"realizes":[212],"automated":[214],"accurate":[216],"annotation":[217],"images.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
