{"id":"https://openalex.org/W4385789850","doi":"https://doi.org/10.3233/aic-220318","title":"Fully Automated Neural Network Framework for Pulmonary Nodules Detection and Segmentation","display_name":"Fully Automated Neural Network Framework for Pulmonary Nodules Detection and Segmentation","publication_year":2023,"publication_date":"2023-08-13","ids":{"openalex":"https://openalex.org/W4385789850","doi":"https://doi.org/10.3233/aic-220318"},"language":"en","primary_location":{"id":"doi:10.3233/aic-220318","is_oa":false,"landing_page_url":"https://doi.org/10.3233/aic-220318","pdf_url":null,"source":{"id":"https://openalex.org/S176303223","display_name":"AI Communications","issn_l":"0921-7126","issn":["0921-7126","1875-8452"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI Communications","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/A5112919288","display_name":"Yixin Xiong","orcid":null},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yixin Xiong","raw_affiliation_strings":["The State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Automation, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Automation, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112919288","display_name":"Yixin Xiong","orcid":null},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yixin Xiong","raw_affiliation_strings":["The State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Automation, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Automation, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083582614","display_name":"Yongcheng Zhou","orcid":"https://orcid.org/0000-0001-9767-7082"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yongcheng Zhou","raw_affiliation_strings":["The State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Automation, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Automation, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025664350","display_name":"Yujuan Wang","orcid":"https://orcid.org/0000-0003-3355-095X"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I4210117763","display_name":"Xinqiao Hospital","ror":"https://ror.org/02d217z27","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210117763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujuan Wang","raw_affiliation_strings":["The State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Automation, Chongqing University, Chongqing, China","Department of Thoracic Surgery, UniArmy Medical Versity Xinqiao Hospital, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Automation, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"Department of Thoracic Surgery, UniArmy Medical Versity Xinqiao Hospital, Chongqing, China","institution_ids":["https://openalex.org/I4210117763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013831199","display_name":"Quanxing Liu","orcid":"https://orcid.org/0000-0002-6725-385X"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I4210117763","display_name":"Xinqiao Hospital","ror":"https://ror.org/02d217z27","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210117763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Quanxing Liu","raw_affiliation_strings":["Department of Thoracic Surgery, UniArmy Medical Versity Xinqiao Hospital, Chongqing, China","The State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Automation, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Thoracic Surgery, UniArmy Medical Versity Xinqiao Hospital, Chongqing, China","institution_ids":["https://openalex.org/I4210117763"]},{"raw_affiliation_string":"The State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Automation, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043924119","display_name":"Lei Deng","orcid":"https://orcid.org/0000-0002-2395-6334"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Deng","raw_affiliation_strings":["The State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Automation, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Automation, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5083582614","https://openalex.org/A5112919288"],"corresponding_institution_ids":["https://openalex.org/I158842170"],"apc_list":null,"apc_paid":null,"fwci":0.334,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.5889334,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"36","issue":"4","first_page":"269","last_page":"284"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9994000196456909,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9842000007629395,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9797000288963318,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.814547061920166},{"id":"https://openalex.org/keywords/cad","display_name":"CAD","score":0.7568744421005249},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7306252121925354},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6586490869522095},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5911367535591125},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4796876609325409},{"id":"https://openalex.org/keywords/intersection","display_name":"Intersection (aeronautics)","score":0.4537506401538849},{"id":"https://openalex.org/keywords/lung-cancer","display_name":"Lung cancer","score":0.44845789670944214},{"id":"https://openalex.org/keywords/nodule","display_name":"Nodule (geology)","score":0.41128358244895935},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22634395956993103},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.15674668550491333}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.814547061920166},{"id":"https://openalex.org/C194789388","wikidata":"https://www.wikidata.org/wiki/Q17855283","display_name":"CAD","level":2,"score":0.7568744421005249},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7306252121925354},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6586490869522095},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5911367535591125},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4796876609325409},{"id":"https://openalex.org/C64543145","wikidata":"https://www.wikidata.org/wiki/Q162942","display_name":"Intersection (aeronautics)","level":2,"score":0.4537506401538849},{"id":"https://openalex.org/C2776256026","wikidata":"https://www.wikidata.org/wiki/Q47912","display_name":"Lung cancer","level":2,"score":0.44845789670944214},{"id":"https://openalex.org/C2776731575","wikidata":"https://www.wikidata.org/wiki/Q2916245","display_name":"Nodule (geology)","level":2,"score":0.41128358244895935},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22634395956993103},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.15674668550491333},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/aic-220318","is_oa":false,"landing_page_url":"https://doi.org/10.3233/aic-220318","pdf_url":null,"source":{"id":"https://openalex.org/S176303223","display_name":"AI Communications","issn_l":"0921-7126","issn":["0921-7126","1875-8452"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8700000047683716}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1439484735","https://openalex.org/W1986649315","https://openalex.org/W2098149141","https://openalex.org/W2524399695","https://openalex.org/W2752625590","https://openalex.org/W2793073355","https://openalex.org/W2888313109","https://openalex.org/W2929868177","https://openalex.org/W2937068764","https://openalex.org/W2949754230","https://openalex.org/W2971583825","https://openalex.org/W3000282918","https://openalex.org/W3035694605","https://openalex.org/W3080823868","https://openalex.org/W3109319544","https://openalex.org/W3116794818","https://openalex.org/W3122228767","https://openalex.org/W3130571375","https://openalex.org/W3196904463","https://openalex.org/W3197332422","https://openalex.org/W6836371346"],"related_works":["https://openalex.org/W637098845","https://openalex.org/W2410116073","https://openalex.org/W3044972437","https://openalex.org/W2275866607","https://openalex.org/W1908932129","https://openalex.org/W2587289131","https://openalex.org/W2061657315","https://openalex.org/W2365000768","https://openalex.org/W3144042555","https://openalex.org/W4287707480"],"abstract_inverted_index":{"Lung":[0],"cancer":[1,7,42],"is":[2,34,86,220,227],"the":[3,23,27,44,105,111,121,126,181,184,230,234,238],"leading":[4,29],"cause":[5],"of":[6,20,26,36,113,131,164,190],"death":[8],"worldwide,":[9],"and":[10,51,78,80,116,146,210,218,242],"most":[11],"patients":[12],"are":[13,58,71],"diagnosed":[14],"with":[15,168],"advanced":[16],"stages":[17,25,46],"for":[18,66,76,214],"lack":[19],"symptoms":[21],"in":[22,43,90,222],"early":[24,45],"disease,":[28],"to":[30,39,135,141,149,155,198,204,240],"poor":[31],"prognosis.":[32],"It":[33],"thus":[35],"great":[37],"importance":[38],"detect":[40,241],"lung":[41],"which":[47,174],"can":[48],"reduce":[49],"mortality":[50],"improve":[52],"patient":[53],"survival":[54],"significantly.":[55],"Although":[56],"there":[57,70],"many":[59],"computer":[60],"aided":[61],"diagnosis":[62],"(CAD)":[63],"systems":[64,75],"used":[65],"detecting":[67],"pulmonary":[68],"nodules,":[69],"still":[72],"few":[73],"CAD":[74,192,212],"detection":[77],"segmentation,":[79],"their":[81,119],"performance":[82],"on":[83,143,151,171,200],"small":[84,114,244],"nodules":[85,115],"not":[87],"ideal.":[88],"Thus,":[89],"this":[91,223],"paper,":[92],"we":[93,158],"propose":[94],"a":[95],"deep":[96],"cascaded":[97],"multitask":[98],"framework":[99],"called":[100],"mobilenet":[101,106],"split-attention":[102,107],"Yolo":[103],"unet,":[104],"Yolo(Msa-yolo)":[108],"greatly":[109,175],"enhance":[110],"feature":[112],"boost":[117],"up":[118],"performance,":[120],"overall":[122],"result":[123],"shows":[124],"that":[125,233],"mean":[127,185],"accuracy":[128],"precision":[129],"(mAP)":[130],"our":[132,191],"Msa-Yolo":[133],"compared":[134,154],"Yolox":[136],"has":[137,194],"increased":[138,195],"from":[139,147,196],"85.10%":[140],"86.64%":[142],"LUNA16":[144,172],"dataset,":[145,173],"90.13%":[148],"94.15%":[150],"LCS":[152,201],"dataset":[153,202],"YoloX.":[156],"Besides,":[157],"get":[159],"only":[160],"8.35":[161],"average":[162],"number":[163],"candidates":[165],"per":[166],"scan":[167],"96.32%":[169],"sensitivity":[170],"outperforms":[176],"other":[177],"existing":[178],"systems.":[179],"At":[180],"segmentation":[182,217],"stage,":[183],"intersection":[186],"over":[187],"union":[188],"(mIOU)":[189],"system":[193,213,236],"71.66%":[197],"76.84%":[199],"comparing":[203],"baseline.":[205],"Conclusion:":[206],"A":[207],"fast,":[208],"accurate":[209],"robust":[211],"nodule":[215],"detection,":[216],"classification":[219],"proposed":[221,235],"paper.":[224],"And":[225],"it":[226],"confirmed":[228],"by":[229],"experimental":[231],"results":[232],"possesses":[237],"ability":[239],"segment":[243],"nodules.":[245]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
