{"id":"https://openalex.org/W4412087937","doi":"https://doi.org/10.3390/informatics12030065","title":"DA OMS-CNN: Dual-Attention OMS-CNN with 3D Swin Transformer for Early-Stage Lung Cancer Detection","display_name":"DA OMS-CNN: Dual-Attention OMS-CNN with 3D Swin Transformer for Early-Stage Lung Cancer Detection","publication_year":2025,"publication_date":"2025-07-07","ids":{"openalex":"https://openalex.org/W4412087937","doi":"https://doi.org/10.3390/informatics12030065"},"language":"en","primary_location":{"id":"doi:10.3390/informatics12030065","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics12030065","pdf_url":null,"source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/informatics12030065","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082405051","display_name":"Yadollah Zamanidoost","orcid":"https://orcid.org/0009-0005-2809-260X"},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Yadollah Zamanidoost","raw_affiliation_strings":["Department of Computer Engineering, Polytechnique Montr\u00e9al, Montreal, QC H3T 1J4, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Polytechnique Montr\u00e9al, Montreal, QC H3T 1J4, Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118847711","display_name":"Matis Rivron","orcid":null},"institutions":[{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Matis Rivron","raw_affiliation_strings":["National Institute of Sciences, INSA Lyon, 69621 Villeurbanne, France"],"affiliations":[{"raw_affiliation_string":"National Institute of Sciences, INSA Lyon, 69621 Villeurbanne, France","institution_ids":["https://openalex.org/I48430043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065622787","display_name":"Tarek Ould\u2010Bachir","orcid":"https://orcid.org/0000-0002-9000-5467"},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Tarek Ould-Bachir","raw_affiliation_strings":["Department of Computer Engineering, Polytechnique Montr\u00e9al, Montreal, QC H3T 1J4, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Polytechnique Montr\u00e9al, Montreal, QC H3T 1J4, Canada","institution_ids":["https://openalex.org/I45683168"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032472238","display_name":"Sylvain Martel","orcid":"https://orcid.org/0000-0003-4234-9959"},"institutions":[{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sylvain Martel","raw_affiliation_strings":["Department of Computer Engineering, Polytechnique Montr\u00e9al, Montreal, QC H3T 1J4, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Polytechnique Montr\u00e9al, Montreal, QC H3T 1J4, Canada","institution_ids":["https://openalex.org/I45683168"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5082405051"],"corresponding_institution_ids":["https://openalex.org/I45683168"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.24408024,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"3","first_page":"65","last_page":"65"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.998199999332428,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.998199999332428,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9940999746322632,"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/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9904999732971191,"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/stage","display_name":"Stage (stratigraphy)","score":0.6048020124435425},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5113944411277771},{"id":"https://openalex.org/keywords/lung-cancer","display_name":"Lung cancer","score":0.5004291534423828},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4466210603713989},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.323483407497406},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2983795404434204},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20891591906547546},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.14077195525169373},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1248140037059784},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.07146409153938293},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.07079625129699707}],"concepts":[{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.6048020124435425},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5113944411277771},{"id":"https://openalex.org/C2776256026","wikidata":"https://www.wikidata.org/wiki/Q47912","display_name":"Lung cancer","level":2,"score":0.5004291534423828},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4466210603713989},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.323483407497406},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2983795404434204},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20891591906547546},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.14077195525169373},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1248140037059784},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.07146409153938293},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.07079625129699707},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/informatics12030065","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics12030065","pdf_url":null,"source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},{"id":"pmh:oai:publications.polymtl.ca:66556","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401013","display_name":"PolyPublie (\u00c9cole Polytechnique de Montr\u00e9al)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45683168","host_organization_name":"Polytechnique Montr\u00e9al","host_organization_lineage":["https://openalex.org/I45683168"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:doaj.org/article:d87b9ff47b1a4a64834784bc2b04cd66","is_oa":true,"landing_page_url":"https://doaj.org/article/d87b9ff47b1a4a64834784bc2b04cd66","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Informatics, Vol 12, Iss 3, p 65 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/informatics12030065","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics12030065","pdf_url":null,"source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3769570364","display_name":null,"funder_award_id":"RGPIN-2021-03935","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2606797870","https://openalex.org/W2747257024","https://openalex.org/W2887808321","https://openalex.org/W2895992674","https://openalex.org/W2899912692","https://openalex.org/W2944894513","https://openalex.org/W2963351448","https://openalex.org/W2979774820","https://openalex.org/W3007648775","https://openalex.org/W3015883578","https://openalex.org/W3016191673","https://openalex.org/W3134900589","https://openalex.org/W3150582940","https://openalex.org/W3171873561","https://openalex.org/W4211112186","https://openalex.org/W4224308710","https://openalex.org/W4243685538","https://openalex.org/W4292506131","https://openalex.org/W4313454913","https://openalex.org/W4318983159","https://openalex.org/W4321375308","https://openalex.org/W4365440898","https://openalex.org/W4378978309","https://openalex.org/W4384518065","https://openalex.org/W4388834473","https://openalex.org/W4390411114","https://openalex.org/W4390705817","https://openalex.org/W4391878291","https://openalex.org/W4400494969","https://openalex.org/W4404788495","https://openalex.org/W4408488572","https://openalex.org/W6790448302"],"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":{"Lung":[0],"cancer":[1,57,204],"is":[2,39,81,104,119,145],"one":[3],"of":[4,11,18,70,92,110,137,182,188,202,212],"the":[5,26,31,34,67,90,122,127,131,157,174,194,200,210,216],"most":[6],"prevalent":[7],"and":[8,36,65,159,170,184],"deadly":[9],"forms":[10],"cancer,":[12],"accounting":[13],"for":[14,41,55,225],"a":[15,52,95,135,180,185,222],"significant":[16],"portion":[17],"cancer-related":[19],"deaths":[20],"worldwide.":[21],"It":[22],"typically":[23],"originates":[24],"in":[25,30,121],"lung":[27,56,63,86,203],"tissues,":[28],"particularly":[29],"cells":[32],"lining":[33],"airways,":[35],"early":[37,68],"detection":[38,205],"crucial":[40],"improving":[42],"patient":[43],"survival":[44],"rates.":[45],"Computed":[46],"tomography":[47],"(CT)":[48],"imaging":[49],"has":[50],"become":[51],"standard":[53],"tool":[54],"screening,":[58],"providing":[59],"detailed":[60],"insights":[61],"into":[62,173],"structures":[64],"facilitating":[66],"identification":[69],"cancerous":[71],"nodules.":[72,150,214],"In":[73,130],"this":[74],"study,":[75],"an":[76],"improved":[77,175],"Faster":[78,93,176],"R-CNN":[79,177],"model":[80,153],"employed":[82],"to":[83,106,125,147],"detect":[84],"early-stage":[85],"cancer.":[87],"To":[88],"enhance":[89],"performance":[91],"R-CNN,":[94],"novel":[96],"dual-attention":[97,116],"optimized":[98],"multi-scale":[99],"CNN":[100],"(DA":[101],"OMS-CNN)":[102],"architecture":[103],"used":[105],"extract":[107],"representative":[108],"features":[109],"nodules":[111],"at":[112],"different":[113],"sizes.":[114],"Additionally,":[115],"RoIPooling":[117],"(DA-RoIpooling)":[118],"applied":[120],"classification":[123],"stage":[124],"increase":[126],"model\u2019s":[128],"sensitivity.":[129],"false-positive":[132,149,213],"reduction":[133],"stage,":[134],"combination":[136],"multiple":[138],"3D":[139,171],"shift":[140],"window":[141],"transformers":[142],"(3D":[143],"SwinT)":[144],"designed":[146],"reduce":[148],"The":[151,162],"proposed":[152,195,217],"was":[154],"evaluated":[155],"on":[156],"LUNA16":[158],"PN9":[160],"datasets.":[161],"results":[163],"demonstrate":[164,192],"that":[165,193],"integrating":[166],"DA":[167],"OMS-CNN,":[168],"DA-RoIPooling,":[169],"SwinT":[172],"framework":[178],"achieves":[179],"sensitivity":[181,201],"96.93%":[183],"CPM":[186],"score":[187],"0.911.":[189],"Comprehensive":[190],"experiments":[191],"approach":[196],"not":[197],"only":[198],"increases":[199],"but":[206],"also":[207],"significantly":[208],"reduces":[209],"number":[211],"Therefore,":[215],"method":[218],"can":[219],"serve":[220],"as":[221],"valuable":[223],"reference":[224],"clinical":[226],"applications.":[227]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
