{"id":"https://openalex.org/W4416798084","doi":"https://doi.org/10.1109/tcsvt.2025.3638698","title":"Panoramic Ultrasound Video Analysis for Carpal Tunnel Syndrome: Unified Mamba-Based Segmentation and Multimodal Spatiotemporal Diagnostic Reasoning","display_name":"Panoramic Ultrasound Video Analysis for Carpal Tunnel Syndrome: Unified Mamba-Based Segmentation and Multimodal Spatiotemporal Diagnostic Reasoning","publication_year":2025,"publication_date":"2025-11-28","ids":{"openalex":"https://openalex.org/W4416798084","doi":"https://doi.org/10.1109/tcsvt.2025.3638698"},"language":null,"primary_location":{"id":"doi:10.1109/tcsvt.2025.3638698","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3638698","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","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/A5100311975","display_name":"Shijing Chen","orcid":"https://orcid.org/0009-0000-2595-2030"},"institutions":[{"id":"https://openalex.org/I4210145292","display_name":"Shenzhen University Health Science Center","ror":"https://ror.org/04yjbr930","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210145292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shijing Chen","raw_affiliation_strings":["Medical Ultrasound Image Computing (MUSIC) Laboratory, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China","School of Biomedical Engineering, Medical Ultrasound Image Computing (MUSIC) Lab, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University, China"],"raw_orcid":"https://orcid.org/0009-0000-2595-2030","affiliations":[{"raw_affiliation_string":"Medical Ultrasound Image Computing (MUSIC) Laboratory, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I4210145292"]},{"raw_affiliation_string":"School of Biomedical Engineering, Medical Ultrasound Image Computing (MUSIC) Lab, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University, China","institution_ids":["https://openalex.org/I4210145292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101505997","display_name":"Sijing Liu","orcid":"https://orcid.org/0000-0002-3637-1685"},"institutions":[{"id":"https://openalex.org/I4210145292","display_name":"Shenzhen University Health Science Center","ror":"https://ror.org/04yjbr930","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210145292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sijing Liu","raw_affiliation_strings":["Medical Ultrasound Image Computing (MUSIC) Laboratory, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China","School of Biomedical Engineering, Medical Ultrasound Image Computing (MUSIC) Lab, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Ultrasound Image Computing (MUSIC) Laboratory, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I4210145292"]},{"raw_affiliation_string":"School of Biomedical Engineering, Medical Ultrasound Image Computing (MUSIC) Lab, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University, China","institution_ids":["https://openalex.org/I4210145292"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jiajun Zeng","orcid":"https://orcid.org/0009-0008-8257-920X"},"institutions":[{"id":"https://openalex.org/I4210145292","display_name":"Shenzhen University Health Science Center","ror":"https://ror.org/04yjbr930","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210145292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiajun Zeng","raw_affiliation_strings":["Medical Ultrasound Image Computing (MUSIC) Laboratory, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China","School of Biomedical Engineering, Medical Ultrasound Image Computing (MUSIC) Lab, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University, China"],"raw_orcid":"https://orcid.org/0009-0008-8257-920X","affiliations":[{"raw_affiliation_string":"Medical Ultrasound Image Computing (MUSIC) Laboratory, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I4210145292"]},{"raw_affiliation_string":"School of Biomedical Engineering, Medical Ultrasound Image Computing (MUSIC) Lab, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University, China","institution_ids":["https://openalex.org/I4210145292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028959249","display_name":"Xinrui Zhou","orcid":"https://orcid.org/0000-0003-0168-1779"},"institutions":[{"id":"https://openalex.org/I4210145292","display_name":"Shenzhen University Health Science Center","ror":"https://ror.org/04yjbr930","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210145292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinrui Zhou","raw_affiliation_strings":["Medical Ultrasound Image Computing (MUSIC) Laboratory, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China","School of Biomedical Engineering, Medical Ultrasound Image Computing (MUSIC) Lab, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University, China"],"raw_orcid":"https://orcid.org/0000-0003-0168-1779","affiliations":[{"raw_affiliation_string":"Medical Ultrasound Image Computing (MUSIC) Laboratory, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I4210145292"]},{"raw_affiliation_string":"School of Biomedical Engineering, Medical Ultrasound Image Computing (MUSIC) Lab, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University, China","institution_ids":["https://openalex.org/I4210145292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067611905","display_name":"Jiayu Peng","orcid":"https://orcid.org/0000-0003-4127-5169"},"institutions":[{"id":"https://openalex.org/I4210164332","display_name":"Shenzhen Second People's Hospital","ror":"https://ror.org/05c74bq69","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210164332"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayu Peng","raw_affiliation_strings":["Department of Ultrasound, The Second People’s Hospital of Shenzhen, The First Affiliated Hospital of Shenzhen University, Shenzhen, China","Department of Ultrasound, Second People’s Hospital of Shenzhen, First Affiliated Hospital of Shenzhen University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0009-0001-2810-8908","affiliations":[{"raw_affiliation_string":"Department of Ultrasound, The Second People’s Hospital of Shenzhen, The First Affiliated Hospital of Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I4210164332"]},{"raw_affiliation_string":"Department of Ultrasound, Second People’s Hospital of Shenzhen, First Affiliated Hospital of Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I4210164332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100696770","display_name":"Zhen-Zhou Li","orcid":"https://orcid.org/0000-0003-4306-2036"},"institutions":[{"id":"https://openalex.org/I4210164332","display_name":"Shenzhen Second People's Hospital","ror":"https://ror.org/05c74bq69","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210164332"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenzhou Li","raw_affiliation_strings":["Department of Ultrasound, The Second People’s Hospital of Shenzhen, The First Affiliated Hospital of Shenzhen University, Shenzhen, China","Department of Ultrasound, Second People’s Hospital of Shenzhen, First Affiliated Hospital of Shenzhen University, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Ultrasound, The Second People’s Hospital of Shenzhen, The First Affiliated Hospital of Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I4210164332"]},{"raw_affiliation_string":"Department of Ultrasound, Second People’s Hospital of Shenzhen, First Affiliated Hospital of Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I4210164332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102973033","display_name":"Ruobing Huang","orcid":"https://orcid.org/0000-0001-5672-6896"},"institutions":[{"id":"https://openalex.org/I4210145292","display_name":"Shenzhen University Health Science Center","ror":"https://ror.org/04yjbr930","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210145292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruobing Huang","raw_affiliation_strings":["Medical Ultrasound Image Computing (MUSIC) Laboratory, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China","School of Biomedical Engineering, Medical Ultrasound Image Computing (MUSIC) Lab, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University, China"],"raw_orcid":"https://orcid.org/0000-0001-5672-6896","affiliations":[{"raw_affiliation_string":"Medical Ultrasound Image Computing (MUSIC) Laboratory, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I4210145292"]},{"raw_affiliation_string":"School of Biomedical Engineering, Medical Ultrasound Image Computing (MUSIC) Lab, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University, China","institution_ids":["https://openalex.org/I4210145292"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065374358","display_name":"Dong Ni","orcid":"https://orcid.org/0000-0002-9146-6003"},"institutions":[{"id":"https://openalex.org/I4210145292","display_name":"Shenzhen University Health Science Center","ror":"https://ror.org/04yjbr930","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210145292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Ni","raw_affiliation_strings":["Medical Ultrasound Image Computing (MUSIC) Laboratory, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China","School of Biomedical Engineering, Medical Ultrasound Image Computing (MUSIC) Lab, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University, China"],"raw_orcid":"https://orcid.org/0000-0002-9146-6003","affiliations":[{"raw_affiliation_string":"Medical Ultrasound Image Computing (MUSIC) Laboratory, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I4210145292"]},{"raw_affiliation_string":"School of Biomedical Engineering, Medical Ultrasound Image Computing (MUSIC) Lab, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University, China","institution_ids":["https://openalex.org/I4210145292"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.47280655,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"36","issue":"5","first_page":"7250","last_page":"7265"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10954","display_name":"Peripheral Nerve Disorders","score":0.9399999976158142,"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/T10954","display_name":"Peripheral Nerve Disorders","score":0.9399999976158142,"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/T10630","display_name":"Orthopedic Surgery and Rehabilitation","score":0.03420000150799751,"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/T10982","display_name":"Motor Control and Adaptation","score":0.0035000001080334187,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7473999857902527},{"id":"https://openalex.org/keywords/carpal-tunnel-syndrome","display_name":"Carpal tunnel syndrome","score":0.5641999840736389},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.5022000074386597},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.48570001125335693},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.3824999928474426},{"id":"https://openalex.org/keywords/biometrics","display_name":"Biometrics","score":0.3693999946117401},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.3440999984741211}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7687000036239624},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7473999857902527},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6916000247001648},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6373999714851379},{"id":"https://openalex.org/C2779746960","wikidata":"https://www.wikidata.org/wiki/Q332293","display_name":"Carpal tunnel syndrome","level":2,"score":0.5641999840736389},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.5022000074386597},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.48570001125335693},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.3824999928474426},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.3693999946117401},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.3440999984741211},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3431999981403351},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3244999945163727},{"id":"https://openalex.org/C2777832143","wikidata":"https://www.wikidata.org/wiki/Q1542748","display_name":"Carpal tunnel","level":3,"score":0.323199987411499},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.30399999022483826},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2962999939918518},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.25609999895095825},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.2535000145435333}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2025.3638698","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3638698","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2261706030","display_name":null,"funder_award_id":"2023A1515012960","funder_id":"https://openalex.org/F4320320671","funder_display_name":"National Research Foundation"},{"id":"https://openalex.org/G2653825660","display_name":null,"funder_award_id":"2023A1515012960","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G3331886709","display_name":null,"funder_award_id":"2025A1515011448","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G3551347492","display_name":null,"funder_award_id":"62101342","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4884020606","display_name":null,"funder_award_id":"62171290","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5575811024","display_name":null,"funder_award_id":"62471305","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6068785368","display_name":null,"funder_award_id":"2023A0505020002","funder_id":"https://openalex.org/F4320335795","funder_display_name":"Science and Technology Planning Project of Guangdong Province"},{"id":"https://openalex.org/G6262497296","display_name":null,"funder_award_id":"12326619","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8899513655","display_name":null,"funder_award_id":"2025A1515011448","funder_id":"https://openalex.org/F4320320671","funder_display_name":"National Research Foundation"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335795","display_name":"Science and Technology Planning Project of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Carpal":[0],"Tunnel":[1],"Syndrome":[2],"(CTS),":[3],"the":[4,43,66,151,165],"predominant":[5],"type":[6],"of":[7,69,201],"peripheral":[8],"entrapment":[9],"neuropathy,":[10],"necessitates":[11],"timely":[12],"and":[13,46,81,108,117,126,138,145,155,177,193,204],"precise":[14],"diagnosis":[15,91],"for":[16,62],"optimal":[17],"treatment.":[18],"While":[19],"ultrasound":[20],"(US)":[21],"has":[22],"emerged":[23],"as":[24],"a":[25,58,86,93,100,124],"non-invasive":[26],"diagnostic":[27,60,159],"modality,":[28],"existing":[29,169],"computer-aided":[30],"methods":[31,172],"largely":[32],"rely":[33],"on":[34],"static":[35],"frames":[36],"or":[37],"unimodal":[38],"features,":[39],"failing":[40],"to":[41,50,112,181],"capture":[42],"temporal":[44,106,146],"dynamics":[45],"multidimensional":[47],"cues":[48],"integral":[49],"clinical":[51,139,152],"assessment.":[52],"To":[53],"address":[54],"these,":[55],"we":[56,98,122],"present":[57],"panoramic":[59],"system":[61,167,187],"CTS":[63,83],"that":[64,131,164,200],"harnesses":[65],"full":[67],"potential":[68],"US":[70],"videos.":[71],"It":[72],"seamlessly":[73],"consolidates":[74],"median":[75],"nerve":[76],"segmentation,":[77],"multi-dimensional":[78],"biometric":[79],"measurement,":[80],"multimodal":[82],"classification":[84],"within":[85],"unified":[87],"pipeline,":[88],"transforming":[89],"conventional":[90],"into":[92],"comprehensive":[94],"digital":[95],"solution.":[96],"Specifically,":[97],"develop":[99],"Mamba-based":[101],"video":[102,134],"segmentation":[103,171],"model":[104],"with":[105],"compression":[107],"spectral":[109],"gated":[110],"enhancement":[111],"enable":[113],"efficient,":[114],"high-fidelity":[115],"delineation":[116],"measurement.":[118],"Building":[119],"upon":[120],"this,":[121],"propose":[123],"Spatiotemporal":[125],"Multimodal":[127],"Processing":[128],"(STAMP)":[129],"framework":[130],"synergistically":[132],"integrates":[133],"dynamics,":[135],"anatomical":[136],"measurements,":[137],"covariates":[140],"through":[141],"bidirectional":[142],"metadata-visual":[143],"interactions":[144],"contextualization.":[147],"This":[148],"approach":[149],"mirrors":[150],"reasoning":[153],"process":[154],"provides":[156],"clinically":[157],"interpretable":[158],"results.":[160],"Experimental":[161],"results":[162],"demonstrate":[163],"proposed":[166],"outperforms":[168],"automatic":[170],"across":[173],"multiple":[174],"metrics":[175],"(Dice=87.18%)":[176],"achieves":[178],"performance":[179],"comparable":[180],"manually":[182],"initialized":[183],"ones.":[184],"Moreover,":[185],"our":[186],"not":[188],"only":[189],"surpasses":[190],"both":[191],"frame-based":[192],"video-based":[194],"approaches":[195],"(F1-score=97.44%),":[196],"but":[197],"also":[198],"exceeds":[199],"junior":[202],"radiologists":[203],"rivals":[205],"senior":[206],"experts.":[207]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-11-28T00:00:00"}