{"id":"https://openalex.org/W4220988855","doi":"https://doi.org/10.1117/12.2608085","title":"LSTM-U-net for the robust segmentation of veins in ultrasound sequences","display_name":"LSTM-U-net for the robust segmentation of veins in ultrasound sequences","publication_year":2022,"publication_date":"2022-03-11","ids":{"openalex":"https://openalex.org/W4220988855","doi":"https://doi.org/10.1117/12.2608085"},"language":"en","primary_location":{"id":"doi:10.1117/12.2608085","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2608085","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2022: Image-Guided Procedures, Robotic Interventions, and Modeling","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/A5075717732","display_name":"Daniel Mensing","orcid":null},"institutions":[{"id":"https://openalex.org/I4210137873","display_name":"Fraunhofer Institute for Digital Medicine","ror":"https://ror.org/04farme71","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137873","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4210112521","display_name":"Mediri (Germany)","ror":"https://ror.org/01sfgr903","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210112521"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Daniel Mensing","raw_affiliation_strings":["Fraunhofer-Institut f\u00fcr Digitale Medizin MEVIS (Germany)","mediri GmbH (Germany)"],"affiliations":[{"raw_affiliation_string":"Fraunhofer-Institut f\u00fcr Digitale Medizin MEVIS (Germany)","institution_ids":["https://openalex.org/I4210137873"]},{"raw_affiliation_string":"mediri GmbH (Germany)","institution_ids":["https://openalex.org/I4210112521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027301863","display_name":"Johannes Gregori","orcid":"https://orcid.org/0000-0002-8651-164X"},"institutions":[{"id":"https://openalex.org/I4210112521","display_name":"Mediri (Germany)","ror":"https://ror.org/01sfgr903","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210112521"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes Gregori","raw_affiliation_strings":["mediri GmbH (Germany)"],"affiliations":[{"raw_affiliation_string":"mediri GmbH (Germany)","institution_ids":["https://openalex.org/I4210112521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112167255","display_name":"J\u00fcrgen Jenne","orcid":null},"institutions":[{"id":"https://openalex.org/I4210112521","display_name":"Mediri (Germany)","ror":"https://ror.org/01sfgr903","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210112521"]},{"id":"https://openalex.org/I4210137873","display_name":"Fraunhofer Institute for Digital Medicine","ror":"https://ror.org/04farme71","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137873","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"J\u00fcrgen Jenne","raw_affiliation_strings":["Fraunhofer-Institut f\u00fcr Digitale Medizin MEVIS (Germany)","German Cancer Research Ctr. (Germany)","mediri GmbH (Germany)"],"affiliations":[{"raw_affiliation_string":"Fraunhofer-Institut f\u00fcr Digitale Medizin MEVIS (Germany)","institution_ids":["https://openalex.org/I4210137873"]},{"raw_affiliation_string":"German Cancer Research Ctr. (Germany)","institution_ids":["https://openalex.org/I17937529"]},{"raw_affiliation_string":"mediri GmbH (Germany)","institution_ids":["https://openalex.org/I4210112521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044001688","display_name":"Michael Stritt","orcid":null},"institutions":[{"id":"https://openalex.org/I4210112521","display_name":"Mediri (Germany)","ror":"https://ror.org/01sfgr903","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210112521"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Stritt","raw_affiliation_strings":["mediri GmbH (Germany)"],"affiliations":[{"raw_affiliation_string":"mediri GmbH (Germany)","institution_ids":["https://openalex.org/I4210112521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032817024","display_name":"Bj\u00f6rn Gerold","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086721","display_name":"Theraclion (France)","ror":"https://ror.org/0043zdj72","country_code":"FR","type":"company","lineage":["https://openalex.org/I4210086721"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Bj\u00f6rn Gerold","raw_affiliation_strings":["Theraclion (France)"],"affiliations":[{"raw_affiliation_string":"Theraclion (France)","institution_ids":["https://openalex.org/I4210086721"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103739439","display_name":"Matthias G\u00fcnther","orcid":"https://orcid.org/0000-0002-2650-7956"},"institutions":[{"id":"https://openalex.org/I180437899","display_name":"University of Bremen","ror":"https://ror.org/04ers2y35","country_code":"DE","type":"education","lineage":["https://openalex.org/I180437899"]},{"id":"https://openalex.org/I4210137873","display_name":"Fraunhofer Institute for Digital Medicine","ror":"https://ror.org/04farme71","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137873","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4210112521","display_name":"Mediri (Germany)","ror":"https://ror.org/01sfgr903","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210112521"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias G\u00fcnther","raw_affiliation_strings":["Fraunhofer-Institut f\u00fcr Digitale Medizin MEVIS (Germany)","Univ. Bremen (Germany)","mediri GmbH (Germany)"],"affiliations":[{"raw_affiliation_string":"Fraunhofer-Institut f\u00fcr Digitale Medizin MEVIS (Germany)","institution_ids":["https://openalex.org/I4210137873"]},{"raw_affiliation_string":"Univ. Bremen (Germany)","institution_ids":["https://openalex.org/I180437899"]},{"raw_affiliation_string":"mediri GmbH (Germany)","institution_ids":["https://openalex.org/I4210112521"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5075717732"],"corresponding_institution_ids":["https://openalex.org/I4210112521","https://openalex.org/I4210137873"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05010207,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"57","last_page":"57"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11453","display_name":"Diagnosis and Treatment of Venous Diseases","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11453","display_name":"Diagnosis and Treatment of Venous Diseases","score":0.9998999834060669,"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/T10285","display_name":"Venous Thromboembolism Diagnosis and Management","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/2724","display_name":"Internal 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/T11172","display_name":"Dermatologic Treatments and Research","score":0.9466999769210815,"subfield":{"id":"https://openalex.org/subfields/2708","display_name":"Dermatology"},"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/segmentation","display_name":"Segmentation","score":0.7499836683273315},{"id":"https://openalex.org/keywords/varicose-veins","display_name":"Varicose veins","score":0.682025671005249},{"id":"https://openalex.org/keywords/ultrasound","display_name":"Ultrasound","score":0.627852737903595},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6115400791168213},{"id":"https://openalex.org/keywords/ablation","display_name":"Ablation","score":0.5926414728164673},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.5375276803970337},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4952332079410553},{"id":"https://openalex.org/keywords/vein","display_name":"Vein","score":0.4894525110721588},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4266122579574585},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3791244626045227},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.24450638890266418},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.10367006063461304}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7499836683273315},{"id":"https://openalex.org/C2777475103","wikidata":"https://www.wikidata.org/wiki/Q201180","display_name":"Varicose veins","level":2,"score":0.682025671005249},{"id":"https://openalex.org/C143753070","wikidata":"https://www.wikidata.org/wiki/Q162564","display_name":"Ultrasound","level":2,"score":0.627852737903595},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6115400791168213},{"id":"https://openalex.org/C2778902805","wikidata":"https://www.wikidata.org/wiki/Q322177","display_name":"Ablation","level":2,"score":0.5926414728164673},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.5375276803970337},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4952332079410553},{"id":"https://openalex.org/C2777202286","wikidata":"https://www.wikidata.org/wiki/Q9609","display_name":"Vein","level":2,"score":0.4894525110721588},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4266122579574585},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3791244626045227},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.24450638890266418},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.10367006063461304},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1117/12.2608085","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2608085","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2022: Image-Guided Procedures, Robotic Interventions, and Modeling","raw_type":"proceedings-article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/427354","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/427354","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.8399999737739563,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1485009520","https://openalex.org/W1522301498","https://openalex.org/W1986320360","https://openalex.org/W2194775991","https://openalex.org/W2522083379","https://openalex.org/W2917649276","https://openalex.org/W2962851944","https://openalex.org/W2990125508","https://openalex.org/W4237661038","https://openalex.org/W4288824016","https://openalex.org/W4296580612","https://openalex.org/W6628877408","https://openalex.org/W6631190155","https://openalex.org/W6685133223"],"related_works":["https://openalex.org/W4394779945","https://openalex.org/W2088453730","https://openalex.org/W175582500","https://openalex.org/W2009307687","https://openalex.org/W4382068171","https://openalex.org/W2413303557","https://openalex.org/W2126645769","https://openalex.org/W2000861886","https://openalex.org/W4385451282","https://openalex.org/W2463932682"],"abstract_inverted_index":{"Varicose":[0],"veins":[1,65,321],"are":[2],"classified":[3],"as":[4],"a":[5,12,225,279,301,311],"chronic":[6,44],"venous":[7,48],"disease":[8],"of":[9,14,17,30,43,52,63,69,86,160,176,190,195,198,212,234,243,250,260,262,270,285,303,320,330,337],"which":[10,78,100,227,291],"almost":[11],"quarter":[13],"the":[15,18,31,59,87,108,116,133,143,152,155,161,166,174,187,191,206,210,213,231,235,241,258,267,271,296,316,328,335],"population":[16],"U.S":[19],"suffers":[20],"from.1":[21],"Although":[22],"most":[23],"cases":[24],"only":[25],"develop":[26,41],"mild":[27],"symptoms,":[28],"6%":[29],"affected":[32],"women":[33],"and":[34,38,83,118,138,141,150,237,318],"men":[35],"between":[36],"40":[37],"80":[39],"years":[40],"signs":[42],"vein":[45,117,135,153],"insufficiency":[46],"like":[47],"ulceration.2":[49],"The":[50,193,248],"number":[51],"these":[53],"patients":[54],"is":[55,94,104,157,238],"two":[56],"million":[57],"in":[58,80,99,111,168,173,179,230,245,294,322,325],"U.S.":[60],"alone.":[61],"Treatment":[62],"varicose":[64],"was":[66,76,292],"mostly":[67],"composed":[68],"surgical":[70],"interventions":[71],"until":[72],"thermal":[73],"endovenous":[74],"ablation":[75,137,339],"introduced3":[77],"resulted":[79],"lower":[81],"cost":[82],"faster":[84],"recovery":[85],"patient.2":[88],"A":[89,215],"new":[90],"completely":[91],"non-invasive":[92],"method":[93,123,200,314],"High-Intensity":[95],"Focused":[96],"Ultrasound":[97],"(HIFU)":[98],"an":[101],"ultrasound":[102,130,180,246,251,286,298,323],"pulse":[103],"applied":[105],"from":[106],"outside":[107],"skin":[109],"surface":[110],"order":[112],"to":[113,131,139,148,164,265,277,281],"thermally":[114],"ablate":[115],"close":[119],"it":[120],"permanently.3":[121],"This":[122],"relies":[124],"heavily":[125],"on":[126,186],"diagnostic":[127],"imaging":[128],"through":[129],"detect":[132,149],"target":[134],"for":[136,240,288,300,315,334],"guide":[140],"monitor":[142],"procedure.":[144],"An":[145],"automated":[146],"approach":[147],"localize":[151],"during":[154],"treatment":[156],"rational":[158],"because":[159],"tedious":[162],"work":[163,217,308],"follow":[165],"vessel":[167,177,332],"transversal":[169],"direction.":[170],"Previous":[171],"works":[172],"field":[175],"segmentation":[178,189,242,249,319],"images":[181,287],"with":[182,257,327],"deep":[183,312],"learning":[184,313],"focus":[185],"frame-wise":[188],"vessel.4":[192],"possibility":[194],"further":[196],"improvement":[197],"this":[199,307],"can":[201,254],"be":[202,255],"achieved":[203],"by":[204,219],"leveraging":[205],"temporal":[207],"information":[208],"about":[209],"location":[211],"vessel.":[214],"previous":[216],"proposed":[218,276],"Mathai":[220],"et.":[221,274],"al.5":[222],"also":[223],"features":[224],"U-net":[226],"implements":[228],"LSTM-layers":[229],"decoder":[232],"part":[233],"network":[236],"used":[239],"vessels":[244],"images.":[247],"image":[252,299],"sequences":[253,324],"combined":[256],"prediction":[259,329],"segmentations":[261,333],"future":[263,283,331],"frames":[264,284],"improve":[266],"predictive":[268],"capacity":[269],"model.":[272],"Zhao":[273],"al.":[275],"use":[278],"ConvLSTM":[280],"predict":[282],"tongue":[289],"movement,6":[290],"successful":[293],"predicting":[295],"next":[297],"sequence":[302],"eight":[304],"frames.":[305],"In":[306],"we":[309],"propose":[310],"localization":[317],"combination":[326],"automation":[336],"HIFU":[338],"treatments.":[340]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
