{"id":"https://openalex.org/W4409494425","doi":"https://doi.org/10.1109/tim.2025.3561437","title":"Semantic Consistency-Guided Hybrid-Invariant Transformer for Domain Adaptation in Multiview Echo Quality Assessment","display_name":"Semantic Consistency-Guided Hybrid-Invariant Transformer for Domain Adaptation in Multiview Echo Quality Assessment","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409494425","doi":"https://doi.org/10.1109/tim.2025.3561437"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3561437","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3561437","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Transactions on Instrumentation and Measurement","raw_type":"journal-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/A5100427540","display_name":"Yiran Li","orcid":"https://orcid.org/0009-0005-1411-3166"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiran Li","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, China"],"raw_orcid":"https://orcid.org/0009-0005-1411-3166","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022412546","display_name":"Yankun Cao","orcid":"https://orcid.org/0000-0003-0636-5417"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yankun Cao","raw_affiliation_strings":["School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","School of Software &#x0026; Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-0636-5417","affiliations":[{"raw_affiliation_string":"School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Software &#x0026; Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042525427","display_name":"Xiaoxiao Cui","orcid":"https://orcid.org/0000-0003-3815-098X"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoxiao Cui","raw_affiliation_strings":["School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","School of Software &#x0026; Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-3815-098X","affiliations":[{"raw_affiliation_string":"School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Software &#x0026; Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049807721","display_name":"Yuezhong Zhang","orcid":"https://orcid.org/0000-0002-0580-9939"},"institutions":[{"id":"https://openalex.org/I4210116517","display_name":"Shandong Provincial Hospital","ror":"https://ror.org/02ar2nf05","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210116517"]},{"id":"https://openalex.org/I4210163399","display_name":"Shandong First Medical University","ror":"https://ror.org/05jb9pq57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163399"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuezhong Zhang","raw_affiliation_strings":["Shandong First Medical University Affiliated Provincial Hospital, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-0580-9939","affiliations":[{"raw_affiliation_string":"Shandong First Medical University Affiliated Provincial Hospital, Jinan, China","institution_ids":["https://openalex.org/I4210116517","https://openalex.org/I4210163399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076172522","display_name":"Subhas Chandra Mukhopadhyay","orcid":"https://orcid.org/0000-0002-8600-5907"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Subhas Chandra Mukhopadhyay","raw_affiliation_strings":["School of Engineering, Macquarie University, Sydney, NSW, Australia","School of Engineering, Macquarie University, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-8600-5907","affiliations":[{"raw_affiliation_string":"School of Engineering, Macquarie University, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I99043593"]},{"raw_affiliation_string":"School of Engineering, Macquarie University, NSW, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100704700","display_name":"Yujun Li","orcid":"https://orcid.org/0000-0003-4455-5991"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujun Li","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0003-4455-5991","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101414718","display_name":"Lizhen Cui","orcid":"https://orcid.org/0000-0002-8262-8883"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lizhen Cui","raw_affiliation_strings":["School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","School of Software &#x0026; Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-8262-8883","affiliations":[{"raw_affiliation_string":"School of Software and the Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Software &#x0026; Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100382302","display_name":"Zhi Liu","orcid":"https://orcid.org/0000-0002-7640-5982"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi Liu","raw_affiliation_strings":["School of Information Science and Engineering, Shandong University, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-7640-5982","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100386630","display_name":"Shuo Li","orcid":"https://orcid.org/0000-0002-5184-3230"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shuo Li","raw_affiliation_strings":["Department of Computer and Data Sciences and the Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA"],"raw_orcid":"https://orcid.org/0000-0002-5184-3230","affiliations":[{"raw_affiliation_string":"Department of Computer and Data Sciences and the Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA","institution_ids":["https://openalex.org/I58956616"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7655,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.68943457,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"19"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.97079998254776,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.97079998254776,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10662","display_name":"Ultrasonics and Acoustic Wave Propagation","score":0.9549999833106995,"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"}},{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9509000182151794,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5564845204353333},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5174506306648254},{"id":"https://openalex.org/keywords/invariant","display_name":"Invariant (physics)","score":0.41752102971076965},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3581951856613159},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23779985308647156},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.18246719241142273},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17315950989723206},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.12464138865470886}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5564845204353333},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5174506306648254},{"id":"https://openalex.org/C190470478","wikidata":"https://www.wikidata.org/wiki/Q2370229","display_name":"Invariant (physics)","level":2,"score":0.41752102971076965},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3581951856613159},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23779985308647156},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.18246719241142273},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17315950989723206},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.12464138865470886},{"id":"https://openalex.org/C37914503","wikidata":"https://www.wikidata.org/wiki/Q156495","display_name":"Mathematical physics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3561437","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3561437","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3985588317","display_name":null,"funder_award_id":"2022CXGC010504","funder_id":"https://openalex.org/F4320330214","funder_display_name":"Key Research and Development Program of Hunan Province of China"},{"id":"https://openalex.org/G6460652709","display_name":null,"funder_award_id":"ZR2021LZH009","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G6741942378","display_name":null,"funder_award_id":"2022JC015","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G8788154537","display_name":null,"funder_award_id":"11927808","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/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320330214","display_name":"Key Research and Development Program of Hunan Province of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W2072500831","https://openalex.org/W2124624517","https://openalex.org/W2605159090","https://openalex.org/W2622064152","https://openalex.org/W2807793257","https://openalex.org/W2954926050","https://openalex.org/W2962785568","https://openalex.org/W2964288524","https://openalex.org/W2979899105","https://openalex.org/W2980762210","https://openalex.org/W3004352908","https://openalex.org/W3011643018","https://openalex.org/W3015279878","https://openalex.org/W3017136408","https://openalex.org/W3046443725","https://openalex.org/W3102448571","https://openalex.org/W3176622443","https://openalex.org/W3180033382","https://openalex.org/W3194207932","https://openalex.org/W3194280054","https://openalex.org/W4206899313","https://openalex.org/W4214588794","https://openalex.org/W4214745154","https://openalex.org/W4224267514","https://openalex.org/W4240402692","https://openalex.org/W4285018316","https://openalex.org/W4288054906","https://openalex.org/W4295936754","https://openalex.org/W4310076700","https://openalex.org/W4362500858","https://openalex.org/W4375929089","https://openalex.org/W4382462760","https://openalex.org/W4385278942","https://openalex.org/W4385781725","https://openalex.org/W4386076169","https://openalex.org/W4390187743","https://openalex.org/W4390873692","https://openalex.org/W4396877696","https://openalex.org/W4403757474","https://openalex.org/W6633949838","https://openalex.org/W6639480849","https://openalex.org/W6683633756","https://openalex.org/W6758833332","https://openalex.org/W6764662847","https://openalex.org/W6779253770","https://openalex.org/W6785929233","https://openalex.org/W6788648500","https://openalex.org/W6791353385","https://openalex.org/W6802975297","https://openalex.org/W6849541326"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Multi-view":[0],"echo":[1,195],"quality":[2,198,225],"assessment":[3],"in":[4],"domain":[5],"adaptation":[6],"(MEA-DA)":[7],"has":[8],"not":[9],"been":[10],"explored":[11],"due":[12],"to":[13,44,75,151,165],"the":[14,18,31,40,68,82,92,100,167,191,210,220],"challenges":[15],"posed":[16],"by":[17,66,105,119,145],"significant":[19,122,133,224],"differences":[20,103],"between":[21],"cardiac":[22],"anatomical":[23],"structures":[24],"and":[25,34,84,109,131,193,213],"cross-domain":[26,69,168],"distributions.":[27],"To":[28],"cope":[29],"with":[30,128,161,223],"robustness,":[32],"specificity,":[33],"diversity":[35,144],"limitations":[36],"encountered":[37],"when":[38],"extending":[39],"existing":[41],"DA":[42],"algorithms":[43],"MEA-DA,":[45],"we":[46],"introduce":[47],"a":[48,214,235],"Hybrid":[49,113],"Attention-Aware":[50],"Domain-Invariant":[51],"Transformer":[52],"(HEED-former),":[53],"which":[54],"offers":[55],"three":[56],"main":[57],"contributions.":[58],"(i)":[59],"Locally-invariant":[60],"Consistency":[61],"Alignment":[62],"provides":[63],"enhanced":[64],"robustness":[65],"constraining":[67],"multiscale":[70],"semantic":[71,88,155],"structural":[72,107,163],"similarity":[73,164],"registration":[74],"learn":[76,152],"locally-invariant":[77,87,96],"knowledge.":[78],"This":[79],"approach":[80],"enhances":[81],"correlation":[83],"consistency":[85],"of":[86,94,207,217],"knowledge,":[89],"thereby":[90],"enabling":[91],"generation":[93],"stable":[95],"features":[97],"that":[98,229],"accommodate":[99],"substantial":[101],"transferable":[102],"caused":[104],"subtle":[106],"variances":[108],"thus":[110,171],"improving":[111],"robustness.(ii)":[112],"Attention":[114],"Excitation":[115],"yields":[116],"improved":[117],"specificity":[118],"complementarily":[120],"stimulating":[121],"multidimensional":[123,134],"information.":[124],"It":[125,157,183],"suppresses":[126],"regions":[127],"low":[129],"contributions":[130],"aggregates":[132,158],"feature":[135,169],"representations,":[136],"enhancing":[137,172],"specificity.":[138],"(iii)":[139],"Globally-invariant":[140],"aggregation":[141],"representation":[142],"improves":[143],"modeling":[146],"global":[147,153],"mutually":[148],"invariant":[149],"relationships":[150],"topological":[154],"consistency.":[156],"globally-invariant":[159],"knowledge":[160],"local":[162],"capture":[166],"correlations,":[170],"diversity.":[173],"Our":[174],"method":[175],"achieves":[176,201],"highest":[177],"performance":[178],"on":[179,189,209,219],"two":[180],"challenging":[181],"tasks.":[182],"demonstrates":[184],"nearly":[185],"100%":[186],"classification":[187],"accuracy":[188],"both":[190],"10-views":[192],"7-views":[194],"datasets.":[196],"For":[197],"assessment,":[199],"it":[200],"an":[202],"optimal":[203],"mean":[204],"absolute":[205],"error":[206],"0.1354":[208],"homogeneous":[211],"experiments":[212,222],"robust":[215],"PLCC":[216],"0.9140":[218],"heterogeneous":[221],"variations.":[226],"We":[227],"believe":[228],"this":[230],"novel":[231],"framework":[232],"will":[233],"provide":[234],"powerful":[236],"MEA-DA":[237],"solution.":[238]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
