{"id":"https://openalex.org/W2509444944","doi":"https://doi.org/10.1109/fruct-ispit.2016.7561541","title":"Classification of pulmonary nodules on computed tomography scans. Evaluation of the effectiveness of application of textural features extracted using wavelet transform of image","display_name":"Classification of pulmonary nodules on computed tomography scans. Evaluation of the effectiveness of application of textural features extracted using wavelet transform of image","publication_year":2016,"publication_date":"2016-04-01","ids":{"openalex":"https://openalex.org/W2509444944","doi":"https://doi.org/10.1109/fruct-ispit.2016.7561541","mag":"2509444944"},"language":"en","primary_location":{"id":"doi:10.1109/fruct-ispit.2016.7561541","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fruct-ispit.2016.7561541","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 18th Conference of Open Innovations Association and Seminar on Information Security and Protection of Information Technology (FRUCT-ISPIT)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doaj.org/article/6cb834164dc4467db482e953f51bcb74","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043393371","display_name":"Marina Sergeeva","orcid":"https://orcid.org/0000-0002-9782-5185"},"institutions":[{"id":"https://openalex.org/I173089394","display_name":"ITMO University","ror":"https://ror.org/04txgxn49","country_code":"RU","type":"education","lineage":["https://openalex.org/I173089394"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Marina Sergeeva","raw_affiliation_strings":["Mechanics and Optics, Saint Petersburg National Research University of Information Technologies, Saint Petersburg, Russian Federation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mechanics and Optics, Saint Petersburg National Research University of Information Technologies, Saint Petersburg, Russian Federation","institution_ids":["https://openalex.org/I173089394"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026679874","display_name":"Igor Ryabchikov","orcid":"https://orcid.org/0000-0001-7481-6991"},"institutions":[{"id":"https://openalex.org/I173089394","display_name":"ITMO University","ror":"https://ror.org/04txgxn49","country_code":"RU","type":"education","lineage":["https://openalex.org/I173089394"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Igor Ryabchikov","raw_affiliation_strings":["Mechanics and Optics, Saint Petersburg National Research University of Information Technologies, Saint Petersburg, Russian Federation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mechanics and Optics, Saint Petersburg National Research University of Information Technologies, Saint Petersburg, Russian Federation","institution_ids":["https://openalex.org/I173089394"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040771636","display_name":"M. Yu. Glaznev","orcid":null},"institutions":[{"id":"https://openalex.org/I173089394","display_name":"ITMO University","ror":"https://ror.org/04txgxn49","country_code":"RU","type":"education","lineage":["https://openalex.org/I173089394"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Mark Glaznev","raw_affiliation_strings":["Mechanics and Optics, Saint Petersburg National Research University of Information Technologies, Saint Petersburg, Russian Federation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mechanics and Optics, Saint Petersburg National Research University of Information Technologies, Saint Petersburg, Russian Federation","institution_ids":["https://openalex.org/I173089394"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085918371","display_name":"Natalia Gusarova","orcid":"https://orcid.org/0000-0002-1361-6037"},"institutions":[{"id":"https://openalex.org/I173089394","display_name":"ITMO University","ror":"https://ror.org/04txgxn49","country_code":"RU","type":"education","lineage":["https://openalex.org/I173089394"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Natalia Gusarova","raw_affiliation_strings":["Mechanics and Optics, Saint Petersburg National Research University of Information Technologies, Saint Petersburg, Russian Federation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mechanics and Optics, Saint Petersburg National Research University of Information Technologies, Saint Petersburg, Russian Federation","institution_ids":["https://openalex.org/I173089394"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I173089394"],"apc_list":null,"apc_paid":null,"fwci":4.0984,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.95221239,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"291","last_page":"299"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9961000084877014,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9961000084877014,"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/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.9883999824523926,"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/T10862","display_name":"AI in cancer detection","score":0.944100022315979,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7589566707611084},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.7383607625961304},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5968825221061707},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.5442245006561279},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5414137840270996},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5254261493682861},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5240521430969238},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5060564875602722},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.4985685348510742},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.47774165868759155},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.46449947357177734},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.457361102104187},{"id":"https://openalex.org/keywords/discrete-wavelet-transform","display_name":"Discrete wavelet transform","score":0.43791764974594116},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41109055280685425}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7589566707611084},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.7383607625961304},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5968825221061707},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.5442245006561279},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5414137840270996},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5254261493682861},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5240521430969238},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5060564875602722},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.4985685348510742},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.47774165868759155},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.46449947357177734},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.457361102104187},{"id":"https://openalex.org/C46286280","wikidata":"https://www.wikidata.org/wiki/Q2414958","display_name":"Discrete wavelet transform","level":4,"score":0.43791764974594116},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41109055280685425},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/fruct-ispit.2016.7561541","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fruct-ispit.2016.7561541","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 18th Conference of Open Innovations Association and Seminar on Information Security and Protection of Information Technology (FRUCT-ISPIT)","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:6cb834164dc4467db482e953f51bcb74","is_oa":true,"landing_page_url":"https://doaj.org/article/6cb834164dc4467db482e953f51bcb74","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the XXth Conference of Open Innovations Association FRUCT, Vol 664, Iss 18, Pp 291-299 (2016)","raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:doaj.org/article:6cb834164dc4467db482e953f51bcb74","is_oa":true,"landing_page_url":"https://doaj.org/article/6cb834164dc4467db482e953f51bcb74","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the XXth Conference of Open Innovations Association FRUCT, Vol 664, Iss 18, Pp 291-299 (2016)","raw_type":"article"},"sustainable_development_goals":[{"score":0.7200000286102295,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1832115302","https://openalex.org/W1898227994","https://openalex.org/W1965919814","https://openalex.org/W1991324991","https://openalex.org/W2035107885","https://openalex.org/W2055404697","https://openalex.org/W2059432853","https://openalex.org/W2063323219","https://openalex.org/W2065624076","https://openalex.org/W2099410146","https://openalex.org/W2140480784","https://openalex.org/W2152690055","https://openalex.org/W2160764363","https://openalex.org/W2167803594","https://openalex.org/W2208036992","https://openalex.org/W2240281007","https://openalex.org/W2312204626","https://openalex.org/W2558980492","https://openalex.org/W4298354116","https://openalex.org/W6648133621","https://openalex.org/W6690043822","https://openalex.org/W7075650417"],"related_works":["https://openalex.org/W4367336074","https://openalex.org/W4379620016","https://openalex.org/W3154045278","https://openalex.org/W3210764983","https://openalex.org/W4367335949","https://openalex.org/W3089416646","https://openalex.org/W4285162676","https://openalex.org/W4382052559","https://openalex.org/W3036529732","https://openalex.org/W2780266336"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"present":[4],"an":[5],"efficient":[6],"lung":[7,27,44],"nodule":[8],"classification":[9,89],"system.":[10],"The":[11,29],"proposed":[12],"system":[13],"extracts":[14],"various":[15],"texture":[16,40,63],"and":[17],"morphological":[18],"features":[19,47],"from":[20,50,114],"the":[21,39,43,51,60,70,76,79],"pre-marked":[22],"regions":[23,108],"of":[24,42,62,78,109],"interest":[25,110],"containing":[26,111,116],"nodules.":[28,45,118],"Gray":[30],"Level":[31],"Co-occurrence":[32],"Matrix":[33],"method":[34],"is":[35,67,84],"applied":[36],"to":[37,58,74,86,106],"extract":[38],"characteristics":[41],"Additional":[46],"are":[48,104],"extracted":[49],"images":[52],"transformed":[53],"by":[54],"discrete":[55],"wavelet":[56],"transform":[57],"extend":[59],"variety":[61],"features.":[64],"Attribute":[65],"selection":[66],"performed":[68],"on":[69],"resulting":[71],"feature":[72,82],"vector":[73,101],"reduce":[75],"redundancy":[77],"dataset.":[80],"Resulting":[81],"collection":[83],"used":[85,105],"train":[87],"several":[88],"models":[90],"(Neural":[91],"Network,":[92],"Random":[93],"Forest,":[94],"K-nearest":[95],"neighbors,":[96],"Naive":[97],"Bayes":[98],"classifier,":[99],"Support":[100],"machine)":[102],"which":[103],"distinguish":[107],"malignant":[112],"nodules":[113],"those":[115],"benign":[117]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
