{"id":"https://openalex.org/W4220856289","doi":"https://doi.org/10.1117/12.2611540","title":"CVT-Vnet: convolutional-transformer model for head and neck multi-organ segmentation","display_name":"CVT-Vnet: convolutional-transformer model for head and neck multi-organ segmentation","publication_year":2022,"publication_date":"2022-04-01","ids":{"openalex":"https://openalex.org/W4220856289","doi":"https://doi.org/10.1117/12.2611540"},"language":"en","primary_location":{"id":"doi:10.1117/12.2611540","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2611540","pdf_url":null,"source":{"id":"https://openalex.org/S4363606689","display_name":"Medical Imaging 2022: Computer-Aided Diagnosis","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2022: Computer-Aided Diagnosis","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/A5055677011","display_name":"Shaoyan Pan","orcid":"https://orcid.org/0009-0007-1040-0189"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Shaoyan Pan","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037131488","display_name":"Zhen Tian","orcid":"https://orcid.org/0000-0003-0945-8168"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhen Tian","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011903902","display_name":"Yang Lei","orcid":"https://orcid.org/0000-0002-3572-0345"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yang Lei","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049656223","display_name":"Tonghe Wang","orcid":"https://orcid.org/0000-0001-9021-1204"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tonghe Wang","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043052005","display_name":"Jun Zhou","orcid":"https://orcid.org/0000-0002-6078-9424"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jun Zhou","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086616055","display_name":"Mark W. McDonald","orcid":"https://orcid.org/0000-0003-3021-9356"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mark McDonald","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032192226","display_name":"Jeffrey D. Bradley","orcid":"https://orcid.org/0000-0001-9305-7396"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey D. Bradley","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100365649","display_name":"Tian Liu","orcid":"https://orcid.org/0000-0002-2906-5110"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tian Liu","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100619090","display_name":"Xiaofeng Yang","orcid":"https://orcid.org/0000-0001-9023-5855"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaofeng Yang","raw_affiliation_strings":["Emory Univ. (United States)"],"affiliations":[{"raw_affiliation_string":"Emory Univ. (United States)","institution_ids":["https://openalex.org/I150468666"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5055677011"],"corresponding_institution_ids":["https://openalex.org/I150468666"],"apc_list":null,"apc_paid":null,"fwci":3.8477,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.94960772,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"72","last_page":"72"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/T10358","display_name":"Advanced Radiotherapy Techniques","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9969000220298767,"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/hausdorff-distance","display_name":"Hausdorff distance","score":0.7402860522270203},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.689703106880188},{"id":"https://openalex.org/keywords/dice","display_name":"Dice","score":0.6490951776504517},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6210149526596069},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5622469186782837},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.5263679623603821},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5115114450454712},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.48921656608581543},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4540756940841675},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.41949376463890076},{"id":"https://openalex.org/keywords/head-and-neck","display_name":"Head and neck","score":0.4101860523223877},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3576696515083313},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.28655141592025757},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2634459435939789},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.14443442225456238}],"concepts":[{"id":"https://openalex.org/C141898687","wikidata":"https://www.wikidata.org/wiki/Q1501997","display_name":"Hausdorff distance","level":2,"score":0.7402860522270203},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.689703106880188},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.6490951776504517},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6210149526596069},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5622469186782837},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.5263679623603821},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5115114450454712},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.48921656608581543},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4540756940841675},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.41949376463890076},{"id":"https://openalex.org/C3018411727","wikidata":"https://www.wikidata.org/wiki/Q3867488","display_name":"Head and neck","level":2,"score":0.4101860523223877},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3576696515083313},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.28655141592025757},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2634459435939789},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.14443442225456238},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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":[],"locations_count":1,"locations":[{"id":"doi:10.1117/12.2611540","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2611540","pdf_url":null,"source":{"id":"https://openalex.org/S4363606689","display_name":"Medical Imaging 2022: Computer-Aided Diagnosis","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2022: Computer-Aided Diagnosis","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.699999988079071,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2137013440","https://openalex.org/W2432481613","https://openalex.org/W2502312327","https://openalex.org/W2593013519","https://openalex.org/W2765407302","https://openalex.org/W2798122215","https://openalex.org/W2949846184","https://openalex.org/W3094502228","https://openalex.org/W3120274550","https://openalex.org/W3163944191","https://openalex.org/W3180629942","https://openalex.org/W4233565867","https://openalex.org/W4233931939","https://openalex.org/W4237616275","https://openalex.org/W4298395628","https://openalex.org/W4299802238","https://openalex.org/W4312950730","https://openalex.org/W6687483927","https://openalex.org/W6724804524","https://openalex.org/W6729983426","https://openalex.org/W6745136726","https://openalex.org/W6750469568","https://openalex.org/W6763367864","https://openalex.org/W6769955919","https://openalex.org/W6784333009","https://openalex.org/W6798046796"],"related_works":["https://openalex.org/W3104750253","https://openalex.org/W3021239166","https://openalex.org/W2586273397","https://openalex.org/W2390936256","https://openalex.org/W2483429559","https://openalex.org/W2016385589","https://openalex.org/W2009559548","https://openalex.org/W4366341510","https://openalex.org/W2906397153","https://openalex.org/W2385445039"],"abstract_inverted_index":{"In":[0],"this":[1],"work,":[2],"we":[3],"propose":[4],"a":[5,52,75,96,211],"convolutional":[6,76],"vision":[7],"transformer":[8],"V-net":[9],"(CVT-Vnet)":[10],"for":[11,25,217],"multi-organ":[12,215],"segmentation":[13,83,118],"in":[14,115],"3-":[15],"dimensional":[16],"CT":[17],"images":[18],"of":[19,98,108,111,117,214],"head":[20,218],"and":[21,37,41,43,46,126,132,142,172,187,199,219],"neck":[22,220],"cancer":[23],"patients":[24,100],"radiotherapy":[26,102,221],"treatment":[27,222],"planning.":[28,223],"Organs":[29],"include":[30],"brain-stem,":[31],"chiasm,":[32],"mandible,":[33],"optic":[34],"nerve":[35],"(left":[36,40,45],"right),":[38,42],"parotid":[39],"submandibular":[44],"right).":[47],"The":[48,157,176,191,206],"proposed":[49,113,192,207],"CVT-Vnet":[50,208],"has":[51],"U-shape":[53],"encoder-decoder":[54],"architecture.":[55],"A":[56],"CVT":[57],"is":[58,78],"firstly":[59],"deployed":[60],"as":[61,153,166,170,174,182,185,189],"the":[62,82,85,89,93,109,149,154],"encoder":[63],"to":[64,80],"encourage":[65],"global":[66],"characteristics":[67],"which":[68,201],"still":[69],"preserve":[70],"precise":[71],"local":[72],"details.":[73],"And":[74],"decoder":[77],"utilized":[79],"assemble":[81],"from":[84],"features":[86],"learned":[87],"by":[88],"CVT.":[90],"We":[91,104],"evaluated":[92],"network":[94,193],"using":[95,148],"dataset":[97],"32":[99],"undergoing":[101],"treatment.":[103],"present":[105],"quantitative":[106],"evaluation":[107],"performance":[110],"our":[112],"CVT-Vnet,":[114],"terms":[116],"volume":[119,129,158],"similarity":[120,134],"(Dice":[121],"score,":[122,168],"sensitivity":[123,171],",":[124],"precision":[125],"absolution":[127],"percentage":[128],"difference":[130],"(AVD))":[131],"surface":[133,139,178],"(Hausdorff":[135],"distance":[136,140,146],"(HD),":[137],"mean":[138,144],"(MSD)":[141],"residual":[143],"square":[145],"(RMSD)),":[147],"physicians\u2019":[150],"manual":[151],"contour":[152],"ground":[155],"truth.":[156],"similarities":[159,179],"averaged":[160],"over":[161],"all":[162],"organs":[163],"were":[164,180],"0.79":[165],"Dice":[167],"0.83":[169],"0.78":[173],"precision.":[175],"average":[177],"13.41mm":[181],"HD,":[183],"0.39mm":[184],"MSD":[186],"1.01mm":[188],"RMSD.":[190],"performed":[194],"significantly":[195],"better":[196],"than":[197],"Vnet":[198],"DV-net,":[200],"are":[202],"two":[203],"state-of-the-art":[204],"methods.":[205],"can":[209],"be":[210],"promising":[212],"tool":[213],"delineation":[216]},"counts_by_year":[{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
