{"id":"https:\/\/openalex.org\/W4405469593","doi":"https:\/\/doi.org\/10.48550\/arxiv.2412.11039","title":"AirMorph: Topology-Preserving Deep Learning for Pulmonary Airway Analysis","display_name":"AirMorph: Topology-Preserving Deep Learning for Pulmonary Airway Analysis","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https:\/\/openalex.org\/W4405469593","doi":"https:\/\/doi.org\/10.48550\/arxiv.2412.11039"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2412.11039","is_oa":true,"landing_page_url":"http:\/\/arxiv.org\/abs\/2412.11039","pdf_url":"https:\/\/arxiv.org\/pdf\/2412.11039","source":{"id":"https:\/\/openalex.org\/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https:\/\/openalex.org\/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https:\/\/openalex.org\/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https:\/\/openalex.org\/licenses\/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https:\/\/arxiv.org\/pdf\/2412.11039","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https:\/\/openalex.org\/A5100419543","display_name":"Minghui Zhang","orcid":"https:\/\/orcid.org\/0009-0003-4888-3981"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Zhang, Minghui","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https:\/\/openalex.org\/A5100354334","display_name":"Chenyu Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Chenyu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Xie, Fangfang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xie, Fangfang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https:\/\/openalex.org\/A5022433438","display_name":"Yaoyu Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Yaoyu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https:\/\/openalex.org\/A5076808679","display_name":"Hanxiao Zhang","orcid":"https:\/\/orcid.org\/0000-0002-7452-8073"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Hanxiao","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Wu, Junyang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wu, Junyang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Zhang, Chunxi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Chunxi","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Yang, Jie","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Jie","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Sun, Jiayuan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sun, Jiayuan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Yang, Guang-Zhong","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Guang-Zhong","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https:\/\/openalex.org\/A5100636598","display_name":"Yun Gu","orcid":"https:\/\/orcid.org\/0000-0002-3124-6623"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gu, Yun","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":11,"corresponding_author_ids":["https:\/\/openalex.org\/A5100419543"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https:\/\/openalex.org\/T10830","display_name":"Airway Management and Intubation Techniques","score":0.9725000262260437,"subfield":{"id":"https:\/\/openalex.org\/subfields\/2703","display_name":"Anesthesiology and Pain Medicine"},"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\/T10830","display_name":"Airway Management and Intubation Techniques","score":0.9725000262260437,"subfield":{"id":"https:\/\/openalex.org\/subfields\/2703","display_name":"Anesthesiology and Pain 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\/T11260","display_name":"Tracheal and airway disorders","score":0.9556999802589417,"subfield":{"id":"https:\/\/openalex.org\/subfields\/2740","display_name":"Pulmonary and Respiratory 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\/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9495999813079834,"subfield":{"id":"https:\/\/openalex.org\/subfields\/2740","display_name":"Pulmonary and Respiratory Medicine"},"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\/atlas","display_name":"Atlas (anatomy)","score":0.742567241191864},{"id":"https:\/\/openalex.org\/keywords\/airway","display_name":"Airway","score":0.634183406829834},{"id":"https:\/\/openalex.org\/keywords\/medicine","display_name":"Medicine","score":0.44004130363464355},{"id":"https:\/\/openalex.org\/keywords\/cartography","display_name":"Cartography","score":0.3238541781902313},{"id":"https:\/\/openalex.org\/keywords\/cardiology","display_name":"Cardiology","score":0.3219311535358429},{"id":"https:\/\/openalex.org\/keywords\/computer-science","display_name":"Computer science","score":0.3213108777999878},{"id":"https:\/\/openalex.org\/keywords\/anatomy","display_name":"Anatomy","score":0.17499053478240967},{"id":"https:\/\/openalex.org\/keywords\/geography","display_name":"Geography","score":0.16775161027908325},{"id":"https:\/\/openalex.org\/keywords\/anesthesia","display_name":"Anesthesia","score":0.14345771074295044}],"concepts":[{"id":"https:\/\/openalex.org\/C2776673561","wikidata":"https:\/\/www.wikidata.org\/wiki\/Q655357","display_name":"Atlas (anatomy)","level":2,"score":0.742567241191864},{"id":"https:\/\/openalex.org\/C105922876","wikidata":"https:\/\/www.wikidata.org\/wiki\/Q1423981","display_name":"Airway","level":2,"score":0.634183406829834},{"id":"https:\/\/openalex.org\/C71924100","wikidata":"https:\/\/www.wikidata.org\/wiki\/Q11190","display_name":"Medicine","level":0,"score":0.44004130363464355},{"id":"https:\/\/openalex.org\/C58640448","wikidata":"https:\/\/www.wikidata.org\/wiki\/Q42515","display_name":"Cartography","level":1,"score":0.3238541781902313},{"id":"https:\/\/openalex.org\/C164705383","wikidata":"https:\/\/www.wikidata.org\/wiki\/Q10379","display_name":"Cardiology","level":1,"score":0.3219311535358429},{"id":"https:\/\/openalex.org\/C41008148","wikidata":"https:\/\/www.wikidata.org\/wiki\/Q21198","display_name":"Computer science","level":0,"score":0.3213108777999878},{"id":"https:\/\/openalex.org\/C105702510","wikidata":"https:\/\/www.wikidata.org\/wiki\/Q514","display_name":"Anatomy","level":1,"score":0.17499053478240967},{"id":"https:\/\/openalex.org\/C205649164","wikidata":"https:\/\/www.wikidata.org\/wiki\/Q1071","display_name":"Geography","level":0,"score":0.16775161027908325},{"id":"https:\/\/openalex.org\/C42219234","wikidata":"https:\/\/www.wikidata.org\/wiki\/Q131130","display_name":"Anesthesia","level":1,"score":0.14345771074295044}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2412.11039","is_oa":true,"landing_page_url":"http:\/\/arxiv.org\/abs\/2412.11039","pdf_url":"https:\/\/arxiv.org\/pdf\/2412.11039","source":{"id":"https:\/\/openalex.org\/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https:\/\/openalex.org\/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https:\/\/openalex.org\/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https:\/\/openalex.org\/licenses\/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550\/arxiv.2412.11039","is_oa":true,"landing_page_url":"https:\/\/doi.org\/10.48550\/arxiv.2412.11039","pdf_url":null,"source":{"id":"https:\/\/openalex.org\/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https:\/\/openalex.org\/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https:\/\/openalex.org\/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https:\/\/openalex.org\/licenses\/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2412.11039","is_oa":true,"landing_page_url":"http:\/\/arxiv.org\/abs\/2412.11039","pdf_url":"https:\/\/arxiv.org\/pdf\/2412.11039","source":{"id":"https:\/\/openalex.org\/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https:\/\/openalex.org\/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https:\/\/openalex.org\/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https:\/\/openalex.org\/licenses\/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https:\/\/openalex.org\/W2899084033","https:\/\/openalex.org\/W562633612","https:\/\/openalex.org\/W4389549668","https:\/\/openalex.org\/W4229506690","https:\/\/openalex.org\/W1988374557","https:\/\/openalex.org\/W2302316029","https:\/\/openalex.org\/W2076123641","https:\/\/openalex.org\/W2477466867","https:\/\/openalex.org\/W1553288214","https:\/\/openalex.org\/W638747717"],"abstract_inverted_index":{"Accurate":[0],"anatomical":[1,72,126],"labeling":[2,73,107],"and":[3,9,30,35,69,77,106,115,139,154,169,184,197],"analysis":[4],"of":[5,24,46,88,111],"the":[6,22,89,100],"pulmonary":[7,98,145,149],"structure":[8],"its":[10],"surrounding":[11],"anatomy":[12],"from":[13],"thoracic":[14],"CT":[15],"is":[16,43],"getting":[17],"increasingly":[18],"important":[19],"for":[20,192],"understanding":[21],"etilogy":[23],"abnormalities":[25],"or":[26],"supporting":[27],"targetted":[28],"therapy":[29],"early":[31],"interventions.":[32],"Whilst":[33],"lung":[34],"airway":[36,71,131],"cell":[37],"atlases":[38,49,87],"have":[39],"been":[40],"attempted,":[41],"there":[42],"a":[44,60,124,188],"lack":[45],"fine-grained":[47],"morphological":[48,130,164],"that":[50,80],"are":[51],"clinically":[52],"deployable.":[53],"In":[54],"this":[55],"work,":[56],"we":[57,121],"introduce":[58,123],"AirMorph,":[59],"robust,":[61],"end-to-end":[62],"deep":[63],"learning":[64],"pipeline":[65],"enabling":[66],"fully":[67],"automatic":[68],"comprehensive":[70],"at":[74],"lobar,":[75],"segmental,":[76],"subsegmental":[78],"resolutions":[79],"can":[81],"be":[82],"used":[83],"to":[84,143],"create":[85],"digital":[86],"lung.":[90],"Evaluated":[91],"across":[92],"large-scale":[93],"multi-center":[94],"datasets":[95],"comprising":[96],"diverse":[97],"conditions,":[99],"AirMorph":[101,172],"consistently":[102],"outperformed":[103],"existing":[104],"segmentation":[105],"methods":[108],"in":[109],"terms":[110],"accuracy,":[112],"topological":[113],"consistency,":[114],"completeness.":[116],"To":[117],"simplify":[118],"clinical":[119,190],"interpretation,":[120],"further":[122],"compact":[125],"signature":[127],"quantifying":[128],"critical":[129],"features,":[132],"including":[133],"stenosis,":[134],"ectasia,":[135],"tortuosity,":[136],"divergence,":[137],"length,":[138],"complexity.":[140],"When":[141],"applied":[142],"various":[144],"diseases":[146],"such":[147],"as":[148],"fibrosis,":[150],"emphysema,":[151],"atelectasis,":[152],"consolidation,":[153],"reticular":[155],"opacities,":[156],"it":[157],"demonstrates":[158],"strong":[159],"discriminative":[160],"power,":[161],"revealing":[162],"disease-specific":[163],"patterns":[165],"with":[166],"high":[167],"interpretability":[168],"explainability.":[170],"Additionally,":[171],"supports":[173],"efficient":[174],"automated":[175],"branching":[176],"pattern":[177],"analysis,":[178],"potentially":[179],"enhancing":[180],"bronchoscopic":[181],"navigation":[182],"planning":[183],"procedural":[185],"safety,":[186],"offering":[187],"valuable":[189],"tool":[191],"improved":[193],"diagnosis,":[194],"targeted":[195],"treatment,":[196],"personalized":[198],"patient":[199],"care.":[200]},"counts_by_year":[],"updated_date":"2026-03-25T23:56:10.502304","created_date":"2024-12-18T00:00:00"}