{"id":"https://openalex.org/W4408199779","doi":"https://doi.org/10.1109/cisp-bmei64163.2024.10906241","title":"Combining Multi-Scale Feature Fusion and Attention Mechanism to Achieve Pulmonary Nodule Classification","display_name":"Combining Multi-Scale Feature Fusion and Attention Mechanism to Achieve Pulmonary Nodule Classification","publication_year":2024,"publication_date":"2024-10-26","ids":{"openalex":"https://openalex.org/W4408199779","doi":"https://doi.org/10.1109/cisp-bmei64163.2024.10906241"},"language":"en","primary_location":{"id":"doi:10.1109/cisp-bmei64163.2024.10906241","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei64163.2024.10906241","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 17th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","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/A5108868605","display_name":"Naixin He","orcid":null},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Naixin He","raw_affiliation_strings":["School of Computer and Control Engineering, Yantai University"],"affiliations":[{"raw_affiliation_string":"School of Computer and Control Engineering, Yantai University","institution_ids":["https://openalex.org/I18452120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015036744","display_name":"Zhengyu Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengyu Dong","raw_affiliation_strings":["School of Computer and Control Engineering, Yantai University"],"affiliations":[{"raw_affiliation_string":"School of Computer and Control Engineering, Yantai University","institution_ids":["https://openalex.org/I18452120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100459666","display_name":"Li Lin","orcid":"https://orcid.org/0000-0002-9789-0825"},"institutions":[{"id":"https://openalex.org/I4210143276","display_name":"Yantaishan Hospital","ror":"https://ror.org/03bt48876","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210143276"]},{"id":"https://openalex.org/I151013683","display_name":"Binzhou University","ror":"https://ror.org/05frpfj73","country_code":"CN","type":"education","lineage":["https://openalex.org/I151013683"]},{"id":"https://openalex.org/I134841294","display_name":"Binzhou Medical University","ror":"https://ror.org/008w1vb37","country_code":"CN","type":"education","lineage":["https://openalex.org/I134841294"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Li","raw_affiliation_strings":["Yantaishan Hospital Affiliated, Binzhou Medical University"],"affiliations":[{"raw_affiliation_string":"Yantaishan Hospital Affiliated, Binzhou Medical University","institution_ids":["https://openalex.org/I151013683","https://openalex.org/I4210143276","https://openalex.org/I134841294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100724858","display_name":"Jinxia Wang","orcid":"https://orcid.org/0000-0003-3555-1147"},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinxia Wang","raw_affiliation_strings":["School of Computer and Control Engineering, Yantai University"],"affiliations":[{"raw_affiliation_string":"School of Computer and Control Engineering, Yantai University","institution_ids":["https://openalex.org/I18452120"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029192888","display_name":"Chaoqing Ma","orcid":"https://orcid.org/0000-0001-5084-7689"},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaoqing Ma","raw_affiliation_strings":["School of Computer and Control Engineering, Yantai University"],"affiliations":[{"raw_affiliation_string":"School of Computer and Control Engineering, Yantai University","institution_ids":["https://openalex.org/I18452120"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5108868605"],"corresponding_institution_ids":["https://openalex.org/I18452120"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.46113087,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.980400025844574,"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":0.980400025844574,"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/computer-science","display_name":"Computer science","score":0.650590181350708},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.6019998788833618},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5171687006950378},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4913581907749176},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4851889908313751},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4119797348976135},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07114270329475403}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.650590181350708},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.6019998788833618},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5171687006950378},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4913581907749176},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4851889908313751},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4119797348976135},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07114270329475403},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cisp-bmei64163.2024.10906241","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei64163.2024.10906241","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 17th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1986649315","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2618530766","https://openalex.org/W2950405065","https://openalex.org/W2963945816","https://openalex.org/W3081442134","https://openalex.org/W3095104908","https://openalex.org/W3119642930","https://openalex.org/W3120795911","https://openalex.org/W3190896468","https://openalex.org/W3191603129","https://openalex.org/W3194441438","https://openalex.org/W4223970422","https://openalex.org/W4224255125","https://openalex.org/W4224281610","https://openalex.org/W4226334005","https://openalex.org/W4280605458","https://openalex.org/W4297491751","https://openalex.org/W4308453110","https://openalex.org/W4309947635","https://openalex.org/W4312443924","https://openalex.org/W4313455522","https://openalex.org/W4323565477","https://openalex.org/W4384203465","https://openalex.org/W4385342469","https://openalex.org/W4387178270","https://openalex.org/W4391743536","https://openalex.org/W4396494556","https://openalex.org/W4396949932"],"related_works":["https://openalex.org/W2382997850","https://openalex.org/W2390968135","https://openalex.org/W2382213751","https://openalex.org/W2351750670","https://openalex.org/W1597848696","https://openalex.org/W2354715126","https://openalex.org/W2388563748","https://openalex.org/W2375179084","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Lung":[0,163],"cancer":[1],"is":[2,45],"the":[3,17,33,48,86,90,109,119,138,162],"deadliest":[4],"form":[5],"of":[6,20,53,58,70,81,92,121,140,191,196],"cancer,":[7],"with":[8,188],"most":[9],"cases":[10],"originating":[11],"from":[12,133],"small":[13],"malignant":[14,21,42,95],"nodules.":[15,72],"However,":[16],"early":[18,49],"symptoms":[19],"nodules":[22,44,96],"are":[23],"not":[24],"obvious,":[25],"which":[26],"can":[27],"lead":[28],"to":[29,66,85,107,123,136,149,174,179],"misdiagnosis":[30],"and":[31,41,51,94,117,127,156,167,193],"delay":[32],"optimal":[34],"treatment":[35,52],"time.":[36],"Therefore,":[37],"differentiating":[38],"between":[39],"benign":[40,93],"lung":[43,54],"crucial":[46],"for":[47],"diagnosis":[50],"cancer.":[55],"The":[56],"advent":[57],"convolutional":[59],"neural":[60],"networks":[61,75],"has":[62],"made":[63],"it":[64],"possible":[65],"achieve":[67],"rapid":[68],"classification":[69,74,91,181],"pulmonary":[71],"Most":[73],"use":[76,103,161],"a":[77],"convolution":[78,105],"kernel":[79],"size":[80],"3,":[82],"but":[83],"due":[84],"limited":[87],"receptive":[88,110],"field,":[89,111],"remains":[97],"inaccurate.":[98],"To":[99],"address":[100],"this,":[101],"we":[102,130],"larger":[104],"kernels":[106],"increase":[108],"capture":[112],"more":[113],"detailed":[114],"feature":[115],"information,":[116,152],"enhance":[118],"ability":[120],"model":[122],"represent":[124],"complex":[125],"patterns":[126],"details.":[128],"Furthermore,":[129],"fuse":[131],"features":[132],"multiple":[134],"scales":[135],"mitigate":[137],"impact":[139],"scale":[141],"differences.":[142],"We":[143,160],"also":[144],"employ":[145],"an":[146,189,194],"attention":[147],"mechanism":[148],"obtain":[150],"global":[151],"highlight":[153],"important":[154],"areas,":[155],"suppress":[157],"irrelevant":[158],"parts.":[159],"Image":[164,168],"Database":[165,169],"Consortium":[166],"Resource":[170],"Initiative":[171],"(LIDC-IDRI)":[172],"dataset":[173],"evaluate":[175],"our":[176,183],"model.":[177],"Compared":[178],"other":[180],"methods,":[182],"approach":[184],"achieved":[185],"superior":[186],"performance,":[187],"accuracy":[190],"0.9855":[192],"F1score":[195],"0.9901.":[197]},"counts_by_year":[],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}