{"id":"https://openalex.org/W4390446566","doi":"https://doi.org/10.1145/3617233.3617272","title":"False Positive Reduction of Pulmonary Nodule on CT image using Attention-based Multiple Instance Learning","display_name":"False Positive Reduction of Pulmonary Nodule on CT image using Attention-based Multiple Instance Learning","publication_year":2023,"publication_date":"2023-09-20","ids":{"openalex":"https://openalex.org/W4390446566","doi":"https://doi.org/10.1145/3617233.3617272"},"language":"en","primary_location":{"id":"doi:10.1145/3617233.3617272","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3617233.3617272","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"20th International Conference on Content-based Multimedia Indexing","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/A5101799384","display_name":"Chi Cuong Nguyen","orcid":"https://orcid.org/0000-0001-9228-7966"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Chi Cuong Nguyen","raw_affiliation_strings":["University of Science and Technology of Hanoi, Vietnam"],"raw_orcid":"https://orcid.org/0000-0001-9228-7966","affiliations":[{"raw_affiliation_string":"University of Science and Technology of Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053869498","display_name":"Giang Son Tran","orcid":"https://orcid.org/0000-0001-7140-6882"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Giang Son Tran","raw_affiliation_strings":["University of Science and Technology of Hanoi, Vietnam"],"raw_orcid":"https://orcid.org/0000-0001-7140-6882","affiliations":[{"raw_affiliation_string":"University of Science and Technology of Hanoi, Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101471226","display_name":"Nhu-Van Nguyen","orcid":"https://orcid.org/0000-0003-2271-6918"},"institutions":[{"id":"https://openalex.org/I12449238","display_name":"Universit\u00e9 d'Orl\u00e9ans","ror":"https://ror.org/014zrew76","country_code":"FR","type":"education","lineage":["https://openalex.org/I12449238"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Vincent Nguyen","raw_affiliation_strings":["University of Orleans, France"],"raw_orcid":"https://orcid.org/0000-0003-2271-6918","affiliations":[{"raw_affiliation_string":"University of Orleans, France","institution_ids":["https://openalex.org/I12449238"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.44636118,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"199","last_page":"202"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9980999827384949,"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":0.9980999827384949,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.989799976348877,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9703999757766724,"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/pooling","display_name":"Pooling","score":0.8106845021247864},{"id":"https://openalex.org/keywords/nodule","display_name":"Nodule (geology)","score":0.77439284324646},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7134618163108826},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.510587751865387},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.5065969228744507},{"id":"https://openalex.org/keywords/false-positive-rate","display_name":"False positive rate","score":0.5050333142280579},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4989180564880371},{"id":"https://openalex.org/keywords/recall-rate","display_name":"Recall rate","score":0.4658077359199524},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.44564568996429443},{"id":"https://openalex.org/keywords/lung-cancer-screening","display_name":"Lung cancer screening","score":0.4271588921546936},{"id":"https://openalex.org/keywords/lung","display_name":"Lung","score":0.4116747975349426},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3871987462043762},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34159690141677856},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2949208915233612},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24307173490524292},{"id":"https://openalex.org/keywords/computed-tomography","display_name":"Computed tomography","score":0.23413190245628357},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1419251263141632},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.10143613815307617},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08831456303596497}],"concepts":[{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.8106845021247864},{"id":"https://openalex.org/C2776731575","wikidata":"https://www.wikidata.org/wiki/Q2916245","display_name":"Nodule (geology)","level":2,"score":0.77439284324646},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7134618163108826},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.510587751865387},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.5065969228744507},{"id":"https://openalex.org/C95922358","wikidata":"https://www.wikidata.org/wiki/Q5432725","display_name":"False positive rate","level":2,"score":0.5050333142280579},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4989180564880371},{"id":"https://openalex.org/C2987098735","wikidata":"https://www.wikidata.org/wiki/Q3808900","display_name":"Recall rate","level":2,"score":0.4658077359199524},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.44564568996429443},{"id":"https://openalex.org/C2777405583","wikidata":"https://www.wikidata.org/wiki/Q6704277","display_name":"Lung cancer screening","level":3,"score":0.4271588921546936},{"id":"https://openalex.org/C2777714996","wikidata":"https://www.wikidata.org/wiki/Q7886","display_name":"Lung","level":2,"score":0.4116747975349426},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3871987462043762},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34159690141677856},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2949208915233612},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24307173490524292},{"id":"https://openalex.org/C544519230","wikidata":"https://www.wikidata.org/wiki/Q32566","display_name":"Computed tomography","level":2,"score":0.23413190245628357},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1419251263141632},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.10143613815307617},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08831456303596497},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3617233.3617272","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3617233.3617272","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"20th International Conference on Content-based Multimedia Indexing","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04577689v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04577689","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"CBMI 2023: 20th International Conference on Content-based Multimedia Indexing, Sep 2023, Orleans France, France. pp.199-202, ⟨10.1145/3617233.3617272⟩","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6399999856948853,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G8668791235","display_name":"Weakly supervised learning and efficient deep models deployed on an ROV for the detection and the classification of underwater objects","funder_award_id":"ANR-21-ASRO-0003","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2135607475","https://openalex.org/W2913456898","https://openalex.org/W3155151741","https://openalex.org/W3194122014","https://openalex.org/W3217549023"],"related_works":["https://openalex.org/W2953234277","https://openalex.org/W2626256601","https://openalex.org/W147410782","https://openalex.org/W2900413183","https://openalex.org/W4390975304","https://openalex.org/W3022252430","https://openalex.org/W4287804464","https://openalex.org/W2011970480","https://openalex.org/W1988694625","https://openalex.org/W1974492190"],"abstract_inverted_index":{"Diagnosis":[0],"and":[1,22,101,160],"treatment":[2],"of":[3,32,66,78,106,130,142,152,155,158,163],"multiple":[4,88,111,125],"pulmonary":[5,33,72],"nodules":[6,73,89],"are":[7],"clinically":[8],"essential":[9],"but":[10],"challenging.":[11],"Pulmonary":[12],"nodule":[13,34,40,132],"detection":[14,21,35,83],"is":[15,28,99],"important":[16],"in":[17,124,176],"early":[18],"lung":[19,131],"cancer":[20],"diagnosis.":[23],"False":[24],"positive":[25],"reduction":[26],"(FPR)":[27],"a":[29,64,75,91],"significant":[30],"stage":[31],"systems.":[36],"Prior":[37],"investigations":[38],"on":[39,134],"candidate":[41],"classification":[42],"use":[43,58],"solitary-nodule":[44,98],"approaches,":[45],"which":[46],"ignore":[47],"the":[48,82,87,104,108,135,140,143],"relations":[49,109],"between":[50,97,110],"nodules.":[51,112],"In":[52],"this":[53],"study,":[54],"we":[55],"propose":[56],"to":[57,69,119],"Attention-based":[59],"Deep":[60],"Multiple":[61],"Instance":[62],"Learning,":[63],"variation":[65],"supervised":[67],"learning":[68,107,127],"recognize":[70],"true":[71],"among":[74],"large":[76],"group":[77],"candidates":[79],"proposed":[80,144,147],"from":[81,90],"stage.":[84],"By":[85],"treating":[86],"different":[92],"patient,":[93],"critical":[94],"relational":[95],"information":[96],"extracted":[100],"empirically":[102],"proves":[103],"benefit":[105],"An":[113],"attention":[114],"layer":[115],"trained":[116],"with":[117],"CNN":[118],"replace":[120],"typical":[121],"pooling-based":[122],"aggregation":[123],"instance":[126],"(MIL).":[128],"Experiments":[129],"FPR":[133],"public":[136],"LUNA16":[137],"dataset":[138],"validate":[139],"effectiveness":[141],"method.":[145],"The":[146,165],"method":[148,171],"achieved":[149],"an":[150],"accuracy":[151],"99.6%,":[153],"specificity":[154],"100%,":[156],"recall":[157],"99.92%,":[159],"F1":[161],"score":[162],"99.6%.":[164],"experimental":[166],"results":[167],"reveal":[168],"that":[169],"our":[170],"can":[172],"achieve":[173],"satisfactory":[174],"performance":[175],"FPR.":[177]},"counts_by_year":[],"updated_date":"2026-06-20T22:02:38.213706","created_date":"2025-10-10T00:00:00"}